{
  "schema_version": "1.0",
  "framing": "Observed answers on stated dates, not a ranking. This is not a judgment of product quality.",
  "categories": [
    {
      "id": "crm",
      "name": "CRM",
      "version": "2026-09.1"
    },
    {
      "id": "project_management",
      "name": "Project management",
      "version": "2026-09.1"
    },
    {
      "id": "construction-project-management",
      "name": "Construction project management software",
      "version": "2026-09.1"
    },
    {
      "id": "dealership-management-systems",
      "name": "Dealership management systems",
      "version": "2026-09.1"
    },
    {
      "id": "dental-practice-management",
      "name": "Dental practice management software",
      "version": "2026-09.1"
    },
    {
      "id": "field-service-management",
      "name": "Field service management software",
      "version": "2026-09.1"
    },
    {
      "id": "hotel-property-management",
      "name": "Hotel property management software",
      "version": "2026-09.1"
    },
    {
      "id": "insurance-agency-management",
      "name": "Insurance agency management systems",
      "version": "2026-09.1"
    },
    {
      "id": "legal-practice-management",
      "name": "Legal practice management software",
      "version": "2026-09.1"
    },
    {
      "id": "loan-origination-software",
      "name": "Loan origination and lending software",
      "version": "2026-09.1"
    },
    {
      "id": "radiology-medical-imaging",
      "name": "Radiology and medical imaging software",
      "version": "2026-09.1"
    },
    {
      "id": "residential-property-management",
      "name": "Residential property management software",
      "version": "2026-09.1"
    },
    {
      "id": "transportation-management-systems",
      "name": "Transportation management systems",
      "version": "2026-09.1"
    },
    {
      "id": "veterinary-practice-management",
      "name": "Veterinary practice management software",
      "version": "2026-09.1"
    }
  ],
  "engines": [
    "ChatGPT",
    "Claude",
    "Perplexity",
    "Google AI Overviews",
    "Google AI Mode"
  ],
  "types": [
    "best option",
    "alternative",
    "buyer evaluation",
    "specific workflow",
    "top tools"
  ],
  "questions": [
    {
      "id": "1",
      "text": "What is the best CRM for a growing B2B sales team?",
      "type": "best option",
      "category": "CRM",
      "category_id": "crm",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "HubSpot CRM",
          "search_aliases": [
            "HubSpot",
            "HubSpot Sales Hub"
          ],
          "url": "/vendors/hubspot-crm/crm/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Pipedrive",
          "search_aliases": [],
          "url": "/vendors/pipedrive/crm/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Salesforce Sales Cloud",
          "search_aliases": [
            "Salesforce",
            "Sales Cloud",
            "Salesforce CRM"
          ],
          "url": "/vendors/salesforce-sales-cloud/crm/",
          "named": {
            "count": 14,
            "base": 15,
            "rate": 93.3,
            "lower": 70.2,
            "upper": 98.8
          }
        },
        {
          "name": "Zoho CRM",
          "search_aliases": [
            "Zoho"
          ],
          "url": "/vendors/zoho-crm/crm/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "Close",
          "search_aliases": [
            "Close CRM",
            "Close.io"
          ],
          "url": "/vendors/close/crm/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "Copper",
          "search_aliases": [
            "Copper CRM",
            "ProsperWorks"
          ],
          "url": "/vendors/copper/crm/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "Freshsales",
          "search_aliases": [
            "Freshworks CRM",
            "Freshsales Suite"
          ],
          "url": "/vendors/freshsales/crm/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Insightly",
          "search_aliases": [],
          "url": "/vendors/insightly/crm/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Microsoft Dynamics 365",
          "search_aliases": [
            "Dynamics 365",
            "Dynamics 365 Sales",
            "Microsoft Dynamics",
            "Dynamics CRM"
          ],
          "url": "/vendors/microsoft-dynamics-365/crm/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Nimble",
          "search_aliases": [
            "Nimble CRM"
          ],
          "url": "/vendors/nimble/crm/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HubSpot CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Zoho CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Nimble",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Microsoft Dynamics 365",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Freshsales",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Copper",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Insightly",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Close",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HubSpot CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Zoho CRM",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Nimble",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Microsoft Dynamics 365",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Freshsales",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Copper",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Insightly",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Close",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
          "vendors": [
            {
              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HubSpot CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Zoho CRM",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Nimble",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Microsoft Dynamics 365",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Freshsales",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Copper",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Insightly",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Close",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
          "vendors": [
            {
              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "HubSpot CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Zoho CRM",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Nimble",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Microsoft Dynamics 365",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Freshsales",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Copper",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Insightly",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Close",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HubSpot CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Zoho CRM",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Nimble",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Microsoft Dynamics 365",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Freshsales",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Copper",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Insightly",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Close",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            }
          ]
        }
      ]
    },
    {
      "id": "2",
      "text": "Which CRM is best for managing a complex sales pipeline?",
      "type": "specific workflow",
      "category": "CRM",
      "category_id": "crm",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "HubSpot CRM",
          "search_aliases": [
            "HubSpot",
            "HubSpot Sales Hub"
          ],
          "url": "/vendors/hubspot-crm/crm/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Salesforce Sales Cloud",
          "search_aliases": [
            "Salesforce",
            "Sales Cloud",
            "Salesforce CRM"
          ],
          "url": "/vendors/salesforce-sales-cloud/crm/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Pipedrive",
          "search_aliases": [],
          "url": "/vendors/pipedrive/crm/",
          "named": {
            "count": 11,
            "base": 15,
            "rate": 73.3,
            "lower": 48,
            "upper": 89.1
          }
        },
        {
          "name": "Zoho CRM",
          "search_aliases": [
            "Zoho"
          ],
          "url": "/vendors/zoho-crm/crm/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "Microsoft Dynamics 365",
          "search_aliases": [
            "Dynamics 365",
            "Dynamics 365 Sales",
            "Microsoft Dynamics",
            "Dynamics CRM"
          ],
          "url": "/vendors/microsoft-dynamics-365/crm/",
          "named": {
            "count": 7,
            "base": 15,
            "rate": 46.7,
            "lower": 24.8,
            "upper": 69.9
          }
        },
        {
          "name": "Freshsales",
          "search_aliases": [
            "Freshworks CRM",
            "Freshsales Suite"
          ],
          "url": "/vendors/freshsales/crm/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Insightly",
          "search_aliases": [],
          "url": "/vendors/insightly/crm/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Close",
          "search_aliases": [
            "Close CRM",
            "Close.io"
          ],
          "url": "/vendors/close/crm/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Copper",
          "search_aliases": [
            "Copper CRM",
            "ProsperWorks"
          ],
          "url": "/vendors/copper/crm/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Nimble",
          "search_aliases": [
            "Nimble CRM"
          ],
          "url": "/vendors/nimble/crm/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HubSpot CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Zoho CRM",
              "named": {
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                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Nimble",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Microsoft Dynamics 365",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Freshsales",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Copper",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Insightly",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Close",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HubSpot CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Zoho CRM",
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              }
            },
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              }
            },
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            },
            {
              "name": "Freshsales",
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              }
            },
            {
              "name": "Copper",
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              }
            },
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            },
            {
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              }
            }
          ]
        },
        {
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              "name": "Salesforce Sales Cloud",
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                "lower": 43.9,
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              }
            },
            {
              "name": "HubSpot CRM",
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                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
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              }
            },
            {
              "name": "Zoho CRM",
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              }
            },
            {
              "name": "Nimble",
              "named": {
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                "upper": 56.1
              }
            },
            {
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              }
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            },
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            },
            {
              "name": "Close",
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              }
            }
          ]
        },
        {
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              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HubSpot CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
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              }
            },
            {
              "name": "Zoho CRM",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
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              }
            },
            {
              "name": "Nimble",
              "named": {
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                "base": 3,
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Microsoft Dynamics 365",
              "named": {
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                "upper": 56.1
              }
            },
            {
              "name": "Freshsales",
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              }
            },
            {
              "name": "Copper",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Insightly",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Close",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
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            {
              "name": "Salesforce Sales Cloud",
              "named": {
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                "base": 3,
                "rate": 100,
                "lower": 43.9,
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              }
            },
            {
              "name": "HubSpot CRM",
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                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
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                "base": 3,
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                "upper": 100
              }
            },
            {
              "name": "Zoho CRM",
              "named": {
                "count": 1,
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                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Nimble",
              "named": {
                "count": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "Microsoft Dynamics 365",
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                "rate": 33.3,
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              }
            },
            {
              "name": "Freshsales",
              "named": {
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            },
            {
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            },
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            }
          ]
        }
      ]
    },
    {
      "id": "3",
      "text": "What are the top CRM tools for a mid-market company?",
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      "category": "CRM",
      "category_id": "crm",
      "version": "2026-09.1",
      "excluded_answers": 0,
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            "HubSpot Sales Hub"
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          }
        },
        {
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            "Dynamics 365 Sales",
            "Microsoft Dynamics",
            "Dynamics CRM"
          ],
          "url": "/vendors/microsoft-dynamics-365/crm/",
          "named": {
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            "rate": 100,
            "lower": 79.6,
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          }
        },
        {
          "name": "Salesforce Sales Cloud",
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            "Salesforce",
            "Sales Cloud",
            "Salesforce CRM"
          ],
          "url": "/vendors/salesforce-sales-cloud/crm/",
          "named": {
            "count": 15,
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            "upper": 100
          }
        },
        {
          "name": "Zoho CRM",
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          ],
          "url": "/vendors/zoho-crm/crm/",
          "named": {
            "count": 13,
            "base": 15,
            "rate": 86.7,
            "lower": 62.1,
            "upper": 96.3
          }
        },
        {
          "name": "Pipedrive",
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          "url": "/vendors/pipedrive/crm/",
          "named": {
            "count": 10,
            "base": 15,
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            "lower": 41.7,
            "upper": 84.8
          }
        },
        {
          "name": "Freshsales",
          "search_aliases": [
            "Freshworks CRM",
            "Freshsales Suite"
          ],
          "url": "/vendors/freshsales/crm/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "Insightly",
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          "url": "/vendors/insightly/crm/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "Close",
          "search_aliases": [
            "Close CRM",
            "Close.io"
          ],
          "url": "/vendors/close/crm/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Copper",
          "search_aliases": [
            "Copper CRM",
            "ProsperWorks"
          ],
          "url": "/vendors/copper/crm/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Nimble",
          "search_aliases": [
            "Nimble CRM"
          ],
          "url": "/vendors/nimble/crm/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 3,
                "base": 3,
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                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HubSpot CRM",
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              }
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              }
            },
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                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
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              "name": "Salesforce Sales Cloud",
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                "count": 3,
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            },
            {
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            },
            {
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              }
            },
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              "name": "Zoho CRM",
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              }
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              }
            },
            {
              "name": "Insightly",
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              }
            },
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              }
            }
          ]
        },
        {
          "engine": "Perplexity",
          "vendors": [
            {
              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HubSpot CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Zoho CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Nimble",
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                "upper": 56.1
              }
            },
            {
              "name": "Microsoft Dynamics 365",
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                "upper": 100
              }
            },
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            },
            {
              "name": "Copper",
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            },
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              }
            },
            {
              "name": "Close",
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                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
          "vendors": [
            {
              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HubSpot CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "Zoho CRM",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Nimble",
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                "base": 3,
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                "upper": 56.1
              }
            },
            {
              "name": "Microsoft Dynamics 365",
              "named": {
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                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Freshsales",
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                "base": 3,
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                "upper": 93.9
              }
            },
            {
              "name": "Copper",
              "named": {
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              }
            },
            {
              "name": "Insightly",
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                "count": 1,
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                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Close",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
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              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
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              }
            },
            {
              "name": "HubSpot CRM",
              "named": {
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                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
              "named": {
                "count": 1,
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                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Zoho CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Nimble",
              "named": {
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              }
            },
            {
              "name": "Microsoft Dynamics 365",
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            },
            {
              "name": "Freshsales",
              "named": {
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              }
            },
            {
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            }
          ]
        }
      ]
    },
    {
      "id": "4",
      "text": "What are good alternatives to a traditional CRM?",
      "type": "alternative",
      "category": "CRM",
      "category_id": "crm",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
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          "url": "/vendors/pipedrive/crm/",
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            "base": 15,
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          }
        },
        {
          "name": "Salesforce Sales Cloud",
          "search_aliases": [
            "Salesforce",
            "Sales Cloud",
            "Salesforce CRM"
          ],
          "url": "/vendors/salesforce-sales-cloud/crm/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "HubSpot CRM",
          "search_aliases": [
            "HubSpot",
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                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
          "vendors": [
            {
              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HubSpot CRM",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Pipedrive",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Zoho CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Nimble",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Microsoft Dynamics 365",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Freshsales",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Copper",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Insightly",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Close",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "HubSpot CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Zoho CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Nimble",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Microsoft Dynamics 365",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Freshsales",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Copper",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Insightly",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Close",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "6",
      "text": "What CRM should a revenue team consider when replacing spreadsheets?",
      "type": "specific workflow",
      "category": "CRM",
      "category_id": "crm",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "HubSpot CRM",
          "search_aliases": [
            "HubSpot",
            "HubSpot Sales Hub"
          ],
          "url": "/vendors/hubspot-crm/crm/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Pipedrive",
          "search_aliases": [],
          "url": "/vendors/pipedrive/crm/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Salesforce Sales Cloud",
          "search_aliases": [
            "Salesforce",
            "Sales Cloud",
            "Salesforce CRM"
          ],
          "url": "/vendors/salesforce-sales-cloud/crm/",
          "named": {
            "count": 10,
            "base": 15,
            "rate": 66.7,
            "lower": 41.7,
            "upper": 84.8
          }
        },
        {
          "name": "Zoho CRM",
          "search_aliases": [
            "Zoho"
          ],
          "url": "/vendors/zoho-crm/crm/",
          "named": {
            "count": 9,
            "base": 15,
            "rate": 60,
            "lower": 35.7,
            "upper": 80.2
          }
        },
        {
          "name": "Freshsales",
          "search_aliases": [
            "Freshworks CRM",
            "Freshsales Suite"
          ],
          "url": "/vendors/freshsales/crm/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "Microsoft Dynamics 365",
          "search_aliases": [
            "Dynamics 365",
            "Dynamics 365 Sales",
            "Microsoft Dynamics",
            "Dynamics CRM"
          ],
          "url": "/vendors/microsoft-dynamics-365/crm/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Copper",
          "search_aliases": [
            "Copper CRM",
            "ProsperWorks"
          ],
          "url": "/vendors/copper/crm/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "Close",
          "search_aliases": [
            "Close CRM",
            "Close.io"
          ],
          "url": "/vendors/close/crm/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Insightly",
          "search_aliases": [],
          "url": "/vendors/insightly/crm/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Nimble",
          "search_aliases": [
            "Nimble CRM"
          ],
          "url": "/vendors/nimble/crm/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "HubSpot CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Zoho CRM",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Nimble",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Microsoft Dynamics 365",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Freshsales",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Copper",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Insightly",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Close",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HubSpot CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Zoho CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Nimble",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Microsoft Dynamics 365",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Freshsales",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Copper",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Insightly",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Close",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
          "vendors": [
            {
              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HubSpot CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Zoho CRM",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Nimble",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Microsoft Dynamics 365",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Freshsales",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Copper",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Insightly",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Close",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
          "vendors": [
            {
              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "HubSpot CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Zoho CRM",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Nimble",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Microsoft Dynamics 365",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Freshsales",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Copper",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Insightly",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Close",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HubSpot CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Zoho CRM",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Nimble",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Microsoft Dynamics 365",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Freshsales",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Copper",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Insightly",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Close",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "7",
      "text": "How do the main CRM platforms compare for reporting and forecasting?",
      "type": "buyer evaluation",
      "category": "CRM",
      "category_id": "crm",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "HubSpot CRM",
          "search_aliases": [
            "HubSpot",
            "HubSpot Sales Hub"
          ],
          "url": "/vendors/hubspot-crm/crm/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Salesforce Sales Cloud",
          "search_aliases": [
            "Salesforce",
            "Sales Cloud",
            "Salesforce CRM"
          ],
          "url": "/vendors/salesforce-sales-cloud/crm/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Zoho CRM",
          "search_aliases": [
            "Zoho"
          ],
          "url": "/vendors/zoho-crm/crm/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Pipedrive",
          "search_aliases": [],
          "url": "/vendors/pipedrive/crm/",
          "named": {
            "count": 13,
            "base": 15,
            "rate": 86.7,
            "lower": 62.1,
            "upper": 96.3
          }
        },
        {
          "name": "Microsoft Dynamics 365",
          "search_aliases": [
            "Dynamics 365",
            "Dynamics 365 Sales",
            "Microsoft Dynamics",
            "Dynamics CRM"
          ],
          "url": "/vendors/microsoft-dynamics-365/crm/",
          "named": {
            "count": 11,
            "base": 15,
            "rate": 73.3,
            "lower": 48,
            "upper": 89.1
          }
        },
        {
          "name": "Freshsales",
          "search_aliases": [
            "Freshworks CRM",
            "Freshsales Suite"
          ],
          "url": "/vendors/freshsales/crm/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Close",
          "search_aliases": [
            "Close CRM",
            "Close.io"
          ],
          "url": "/vendors/close/crm/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Copper",
          "search_aliases": [
            "Copper CRM",
            "ProsperWorks"
          ],
          "url": "/vendors/copper/crm/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Insightly",
          "search_aliases": [],
          "url": "/vendors/insightly/crm/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Nimble",
          "search_aliases": [
            "Nimble CRM"
          ],
          "url": "/vendors/nimble/crm/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "Salesforce Sales Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HubSpot CRM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pipedrive",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Zoho CRM",
              "named": {
                "count": 3,
                "base": 3,
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      ]
    },
    {
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      "text": "What should a buyer evaluate in a CRM?",
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      "category": "CRM",
      "category_id": "crm",
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        },
        {
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        },
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        },
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              "name": "Pipedrive",
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              "name": "Zoho CRM",
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              "name": "Nimble",
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              "name": "Pipedrive",
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              "name": "Zoho CRM",
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    },
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            "Atlassian Jira",
            "Jira Work Management"
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          "url": "/vendors/jira/project-management/",
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            "base": 15,
            "rate": 73.3,
            "lower": 48,
            "upper": 89.1
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        },
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          "name": "Wrike",
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          "url": "/vendors/wrike/project-management/",
          "named": {
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            "base": 15,
            "rate": 53.3,
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        },
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          "name": "Smartsheet",
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          "url": "/vendors/smartsheet/project-management/",
          "named": {
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            "lower": 24.8,
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        },
        {
          "name": "monday.com",
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            "rate": 20,
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        },
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          "name": "Airtable",
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        },
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          "name": "Basecamp",
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        },
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          "name": "Notion",
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        },
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          "name": "Trello",
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          "url": "/vendors/trello/project-management/",
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      ],
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        },
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        },
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        },
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        },
        {
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            "Atlassian Jira",
            "Jira Work Management"
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        },
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              "name": "Quorum Information Technologies",
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            },
            {
              "name": "DealerSocket",
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            },
            {
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            },
            {
              "name": "Autosoft",
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            },
            {
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                "upper": 56.1
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            },
            {
              "name": "AutoManager",
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                "upper": 56.1
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            },
            {
              "name": "DealerBuilt",
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            },
            {
              "name": "EverLogic",
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                "lower": 43.9,
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              }
            },
            {
              "name": "DX1",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
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              }
            },
            {
              "name": "ZiiDMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "Ideal Computer Systems",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Lightspeed DMS",
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                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
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              }
            },
            {
              "name": "Motility Software",
              "named": {
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            },
            {
              "name": "BiT Dealership Software",
              "named": {
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            },
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            },
            {
              "name": "Dominion DMS",
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        {
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      ]
    },
    {
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        },
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            "WebManager"
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          "url": "/vendors/automanager/dealership-management-systems/",
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          "url": "/vendors/pbs-systems/dealership-management-systems/",
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            "lower": 15.2,
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        },
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            "Lightyear DMS"
          ],
          "url": "/vendors/dealerbuilt/dealership-management-systems/",
          "named": {
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            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
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        },
        {
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          "search_aliases": [
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          "url": "/vendors/dealersocket/dealership-management-systems/",
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            "rate": 20,
            "lower": 7,
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        },
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          "url": "/vendors/auto-mate/dealership-management-systems/",
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            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
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            "rate": 6.7,
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        {
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        },
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            "XSellerator"
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          "url": "/vendors/quorum-information-technologies/dealership-management-systems/",
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            {
              "name": "Dealertrack",
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            },
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            },
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            },
            {
              "name": "BiT Dealership Software",
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            },
            {
              "name": "Dominion DMS",
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            },
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                "lower": 6.1,
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            },
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            },
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            },
            {
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            {
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            },
            {
              "name": "Autosoft",
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            },
            {
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            },
            {
              "name": "AutoManager",
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            },
            {
              "name": "DealerBuilt",
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          "url": "/vendors/autosoft/dealership-management-systems/",
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                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q6",
      "text": "what are the best alternatives to Dealertrack DMS",
      "type": "alternative",
      "category": "Dealership management systems",
      "category_id": "dealership-management-systems",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "CDK Global",
          "search_aliases": [
            "CDK",
            "CDK Drive"
          ],
          "url": "/vendors/cdk-global/dealership-management-systems/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Dealertrack",
          "search_aliases": [
            "Dealertrack DMS"
          ],
          "url": "/vendors/dealertrack/dealership-management-systems/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Tekion",
          "search_aliases": [
            "Tekion ARC",
            "Automotive Retail Cloud"
          ],
          "url": "/vendors/tekion/dealership-management-systems/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "DealerCenter",
          "search_aliases": [],
          "url": "/vendors/dealercenter/dealership-management-systems/",
          "named": {
            "count": 14,
            "base": 15,
            "rate": 93.3,
            "lower": 70.2,
            "upper": 98.8
          }
        },
        {
          "name": "Frazer",
          "search_aliases": [
            "Frazer DMS"
          ],
          "url": "/vendors/frazer/dealership-management-systems/",
          "named": {
            "count": 14,
            "base": 15,
            "rate": 93.3,
            "lower": 70.2,
            "upper": 98.8
          }
        },
        {
          "name": "Reynolds and Reynolds",
          "search_aliases": [
            "ERA-IGNITE",
            "Reynolds ERA"
          ],
          "url": "/vendors/reynolds-and-reynolds/dealership-management-systems/",
          "named": {
            "count": 14,
            "base": 15,
            "rate": 93.3,
            "lower": 70.2,
            "upper": 98.8
          }
        },
        {
          "name": "Autosoft",
          "search_aliases": [
            "Autosoft DMS"
          ],
          "url": "/vendors/autosoft/dealership-management-systems/",
          "named": {
            "count": 7,
            "base": 15,
            "rate": 46.7,
            "lower": 24.8,
            "upper": 69.9
          }
        },
        {
          "name": "PBS Systems",
          "search_aliases": [
            "PBS v10 APEX"
          ],
          "url": "/vendors/pbs-systems/dealership-management-systems/",
          "named": {
            "count": 7,
            "base": 15,
            "rate": 46.7,
            "lower": 24.8,
            "upper": 69.9
          }
        },
        {
          "name": "DealerSocket",
          "search_aliases": [
            "Solera Dealersuite"
          ],
          "url": "/vendors/dealersocket/dealership-management-systems/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "DealerBuilt",
          "search_aliases": [
            "DealerBuilt ceDMS",
            "Lightyear DMS"
          ],
          "url": "/vendors/dealerbuilt/dealership-management-systems/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "Auto/Mate",
          "search_aliases": [
            "AMPS"
          ],
          "url": "/vendors/auto-mate/dealership-management-systems/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "EverLogic",
          "search_aliases": [],
          "url": "/vendors/everlogic/dealership-management-systems/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Ideal Computer Systems",
          "search_aliases": [
            "Ideal"
          ],
          "url": "/vendors/ideal-computer-systems/dealership-management-systems/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "AutoManager",
          "search_aliases": [
            "DeskManager",
            "WebManager"
          ],
          "url": "/vendors/automanager/dealership-management-systems/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "BiT Dealership Software",
          "search_aliases": [
            "BiT DMS"
          ],
          "url": "/vendors/bit-dealership-software/dealership-management-systems/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Dominion DMS",
          "search_aliases": [
            "Dominion Dealer Solutions"
          ],
          "url": "/vendors/dominion-dms/dealership-management-systems/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "DX1",
          "search_aliases": [],
          "url": "/vendors/dx1/dealership-management-systems/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "IDS",
          "search_aliases": [
            "IDS Astra",
            "Integrated Dealer Systems"
          ],
          "url": "/vendors/ids/dealership-management-systems/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Lightspeed DMS",
          "search_aliases": [
            "LightspeedDMS"
          ],
          "url": "/vendors/lightspeed-dms/dealership-management-systems/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Motility Software",
          "search_aliases": [
            "Sys2K",
            "Infinity DMS"
          ],
          "url": "/vendors/motility-software/dealership-management-systems/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Quorum Information Technologies",
          "search_aliases": [
            "Quorum DMS",
            "XSellerator"
          ],
          "url": "/vendors/quorum-information-technologies/dealership-management-systems/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "ZiiDMS",
          "search_aliases": [],
          "url": "/vendors/ziidms/dealership-management-systems/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "CDK Global",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Reynolds and Reynolds",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dealertrack",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Tekion",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "PBS Systems",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Quorum Information Technologies",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DealerSocket",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Auto/Mate",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DealerCenter",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Autosoft",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Frazer",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "AutoManager",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DealerBuilt",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "EverLogic",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DX1",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ZiiDMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Ideal Computer Systems",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Lightspeed DMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Motility Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "BiT Dealership Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IDS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dominion DMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "CDK Global",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Reynolds and Reynolds",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dealertrack",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Tekion",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "PBS Systems",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Quorum Information Technologies",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DealerSocket",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Auto/Mate",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "DealerCenter",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Autosoft",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Frazer",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "AutoManager",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DealerBuilt",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "EverLogic",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "DX1",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ZiiDMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Ideal Computer Systems",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Lightspeed DMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Motility Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "BiT Dealership Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IDS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dominion DMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
          "vendors": [
            {
              "name": "CDK Global",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Reynolds and Reynolds",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Dealertrack",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Tekion",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "PBS Systems",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Quorum Information Technologies",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DealerSocket",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Auto/Mate",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "DealerCenter",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Autosoft",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Frazer",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "AutoManager",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "DealerBuilt",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "EverLogic",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DX1",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ZiiDMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Ideal Computer Systems",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Lightspeed DMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Motility Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "BiT Dealership Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IDS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dominion DMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
          "vendors": [
            {
              "name": "CDK Global",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Reynolds and Reynolds",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dealertrack",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Tekion",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "PBS Systems",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Quorum Information Technologies",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DealerSocket",
              "named": {
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        {
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              "name": "CDK Global",
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            },
            {
              "name": "Quorum Information Technologies",
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              }
            },
            {
              "name": "DealerSocket",
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              }
            },
            {
              "name": "Auto/Mate",
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              }
            },
            {
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              }
            },
            {
              "name": "Autosoft",
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              }
            },
            {
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            },
            {
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            },
            {
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            },
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            }
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        {
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            },
            {
              "name": "Reynolds and Reynolds",
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            },
            {
              "name": "Dealertrack",
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                "lower": 43.9,
                "upper": 100
              }
            },
            {
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                "base": 3,
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                "lower": 43.9,
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            },
            {
              "name": "PBS Systems",
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            },
            {
              "name": "DealerSocket",
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                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
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            },
            {
              "name": "Auto/Mate",
              "named": {
                "count": 0,
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                "upper": 56.1
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            },
            {
              "name": "DealerCenter",
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                "upper": 56.1
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            },
            {
              "name": "Autosoft",
              "named": {
                "count": 1,
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                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Frazer",
              "named": {
                "count": 0,
                "base": 3,
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                "upper": 56.1
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            },
            {
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            },
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            },
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              "name": "EverLogic",
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            },
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              "name": "DX1",
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                "base": 3,
                "rate": 0,
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              }
            },
            {
              "name": "ZiiDMS",
              "named": {
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                "lower": 0,
                "upper": 56.1
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            },
            {
              "name": "Ideal Computer Systems",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Lightspeed DMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
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              }
            },
            {
              "name": "Motility Software",
              "named": {
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                "base": 3,
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            },
            {
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            },
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            },
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              "name": "Dominion DMS",
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                "base": 3,
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            }
          ]
        },
        {
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              "name": "CDK Global",
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            },
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                "base": 3,
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            },
            {
              "name": "Tekion",
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            },
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            },
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            },
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      ]
    },
    {
      "id": "q1",
      "text": "What is the best dental practice management software for a startup practice?",
      "type": "best option",
      "category": "Dental practice management software",
      "category_id": "dental-practice-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "Curve Dental",
          "search_aliases": [
            "Curve",
            "Curve GRO",
            "CD Newco"
          ],
          "url": "/vendors/curve-dental/dental-practice-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Open Dental",
          "search_aliases": [
            "Open Dental Software"
          ],
          "url": "/vendors/open-dental/dental-practice-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Oryx Dental",
          "search_aliases": [
            "Oryx"
          ],
          "url": "/vendors/oryx-dental/dental-practice-management/",
          "named": {
            "count": 10,
            "base": 15,
            "rate": 66.7,
            "lower": 41.7,
            "upper": 84.8
          }
        },
        {
          "name": "Dentrix",
          "search_aliases": [
            "Dentrix G7",
            "Dentrix G8"
          ],
          "url": "/vendors/dentrix/dental-practice-management/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "Dentrix Ascend",
          "search_aliases": [
            "Ascend"
          ],
          "url": "/vendors/dentrix-ascend/dental-practice-management/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "CareStack",
          "search_aliases": [
            "CareStack",
            "Good Methods Global"
          ],
          "url": "/vendors/carestack/dental-practice-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "tab32",
          "search_aliases": [
            "tab32 EHR",
            "tab32 PMS"
          ],
          "url": "/vendors/tab32/dental-practice-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "DentiMax",
          "search_aliases": [
            "DentiMax"
          ],
          "url": "/vendors/dentimax/dental-practice-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Practice-Web",
          "search_aliases": [
            "Practice-Web",
            "PW"
          ],
          "url": "/vendors/practice-web/dental-practice-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "ABELDent",
          "search_aliases": [
            "ABELDent",
            "ABELSoft"
          ],
          "url": "/vendors/abeldent/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "ACE Dental",
          "search_aliases": [
            "ACE Dental Software"
          ],
          "url": "/vendors/ace-dental/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Adit",
          "search_aliases": [
            "Adit"
          ],
          "url": "/vendors/adit/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Carestream Dental",
          "search_aliases": [
            "Sensei",
            "Sensei Cloud"
          ],
          "url": "/vendors/carestream-dental/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Dentally",
          "search_aliases": [
            "Dentally by Henry Schein One"
          ],
          "url": "/vendors/dentally/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Dentrix Enterprise",
          "search_aliases": [
            "Dentrix Enterprise",
            "DSE"
          ],
          "url": "/vendors/dentrix-enterprise/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "DSN",
          "search_aliases": [
            "DSN Software",
            "DSN Cloud"
          ],
          "url": "/vendors/dsn/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Eaglesoft",
          "search_aliases": [
            "Eaglesoft by Patterson"
          ],
          "url": "/vendors/eaglesoft/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "MacPractice",
          "search_aliases": [
            "MacPractice DDS"
          ],
          "url": "/vendors/macpractice/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Planet DDS (Denticon)",
          "search_aliases": [
            "Denticon",
            "Planet DDS DentalOS"
          ],
          "url": "/vendors/planet-dds-denticon/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "XLDent",
          "search_aliases": [
            "XLDent Suite"
          ],
          "url": "/vendors/xldent/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q2",
      "text": "What is the best dental practice management software for a very small office?",
      "type": "best option",
      "category": "Dental practice management software",
      "category_id": "dental-practice-management",
      "version": "2026-09.1",
      "excluded_answers": 1,
      "base": 14,
      "vendors": [
        {
          "name": "Curve Dental",
          "search_aliases": [
            "Curve",
            "Curve GRO",
            "CD Newco"
          ],
          "url": "/vendors/curve-dental/dental-practice-management/",
          "named": {
            "count": 14,
            "base": 14,
            "rate": 100,
            "lower": 78.5,
            "upper": 100
          }
        },
        {
          "name": "Open Dental",
          "search_aliases": [
            "Open Dental Software"
          ],
          "url": "/vendors/open-dental/dental-practice-management/",
          "named": {
            "count": 14,
            "base": 14,
            "rate": 100,
            "lower": 78.5,
            "upper": 100
          }
        },
        {
          "name": "tab32",
          "search_aliases": [
            "tab32 EHR",
            "tab32 PMS"
          ],
          "url": "/vendors/tab32/dental-practice-management/",
          "named": {
            "count": 9,
            "base": 14,
            "rate": 64.3,
            "lower": 38.8,
            "upper": 83.7
          }
        },
        {
          "name": "Dentrix",
          "search_aliases": [
            "Dentrix G7",
            "Dentrix G8"
          ],
          "url": "/vendors/dentrix/dental-practice-management/",
          "named": {
            "count": 8,
            "base": 14,
            "rate": 57.1,
            "lower": 32.6,
            "upper": 78.6
          }
        },
        {
          "name": "Dentrix Ascend",
          "search_aliases": [
            "Ascend"
          ],
          "url": "/vendors/dentrix-ascend/dental-practice-management/",
          "named": {
            "count": 6,
            "base": 14,
            "rate": 42.9,
            "lower": 21.4,
            "upper": 67.4
          }
        },
        {
          "name": "DentiMax",
          "search_aliases": [
            "DentiMax"
          ],
          "url": "/vendors/dentimax/dental-practice-management/",
          "named": {
            "count": 5,
            "base": 14,
            "rate": 35.7,
            "lower": 16.3,
            "upper": 61.2
          }
        },
        {
          "name": "Eaglesoft",
          "search_aliases": [
            "Eaglesoft by Patterson"
          ],
          "url": "/vendors/eaglesoft/dental-practice-management/",
          "named": {
            "count": 3,
            "base": 14,
            "rate": 21.4,
            "lower": 7.6,
            "upper": 47.6
          }
        },
        {
          "name": "Practice-Web",
          "search_aliases": [
            "Practice-Web",
            "PW"
          ],
          "url": "/vendors/practice-web/dental-practice-management/",
          "named": {
            "count": 3,
            "base": 14,
            "rate": 21.4,
            "lower": 7.6,
            "upper": 47.6
          }
        },
        {
          "name": "ACE Dental",
          "search_aliases": [
            "ACE Dental Software"
          ],
          "url": "/vendors/ace-dental/dental-practice-management/",
          "named": {
            "count": 2,
            "base": 14,
            "rate": 14.3,
            "lower": 4,
            "upper": 39.9
          }
        },
        {
          "name": "ABELDent",
          "search_aliases": [
            "ABELDent",
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            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q3",
      "text": "What dental practice management software do most dentists recommend?",
      "type": "best option",
      "category": "Dental practice management software",
      "category_id": "dental-practice-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "Curve Dental",
          "search_aliases": [
            "Curve",
            "Curve GRO",
            "CD Newco"
          ],
          "url": "/vendors/curve-dental/dental-practice-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Dentrix",
          "search_aliases": [
            "Dentrix G7",
            "Dentrix G8"
          ],
          "url": "/vendors/dentrix/dental-practice-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Open Dental",
          "search_aliases": [
            "Open Dental Software"
          ],
          "url": "/vendors/open-dental/dental-practice-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Dentrix Ascend",
          "search_aliases": [
            "Ascend"
          ],
          "url": "/vendors/dentrix-ascend/dental-practice-management/",
          "named": {
            "count": 12,
            "base": 15,
            "rate": 80,
            "lower": 54.8,
            "upper": 93
          }
        },
        {
          "name": "Eaglesoft",
          "search_aliases": [
            "Eaglesoft by Patterson"
          ],
          "url": "/vendors/eaglesoft/dental-practice-management/",
          "named": {
            "count": 12,
            "base": 15,
            "rate": 80,
            "lower": 54.8,
            "upper": 93
          }
        },
        {
          "name": "CareStack",
          "search_aliases": [
            "CareStack",
            "Good Methods Global"
          ],
          "url": "/vendors/carestack/dental-practice-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "Planet DDS (Denticon)",
          "search_aliases": [
            "Denticon",
            "Planet DDS DentalOS"
          ],
          "url": "/vendors/planet-dds-denticon/dental-practice-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "DentiMax",
          "search_aliases": [
            "DentiMax"
          ],
          "url": "/vendors/dentimax/dental-practice-management/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "Practice-Web",
          "search_aliases": [
            "Practice-Web",
            "PW"
          ],
          "url": "/vendors/practice-web/dental-practice-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "ABELDent",
          "search_aliases": [
            "ABELDent",
            "ABELSoft"
          ],
          "url": "/vendors/abeldent/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "ACE Dental",
          "search_aliases": [
            "ACE Dental Software"
          ],
          "url": "/vendors/ace-dental/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Adit",
          "search_aliases": [
            "Adit"
          ],
          "url": "/vendors/adit/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Carestream Dental",
          "search_aliases": [
            "Sensei",
            "Sensei Cloud"
          ],
          "url": "/vendors/carestream-dental/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Dentally",
          "search_aliases": [
            "Dentally by Henry Schein One"
          ],
          "url": "/vendors/dentally/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Dentrix Enterprise",
          "search_aliases": [
            "Dentrix Enterprise",
            "DSE"
          ],
          "url": "/vendors/dentrix-enterprise/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "DSN",
          "search_aliases": [
            "DSN Software",
            "DSN Cloud"
          ],
          "url": "/vendors/dsn/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "MacPractice",
          "search_aliases": [
            "MacPractice DDS"
          ],
          "url": "/vendors/macpractice/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Oryx Dental",
          "search_aliases": [
            "Oryx"
          ],
          "url": "/vendors/oryx-dental/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "tab32",
          "search_aliases": [
            "tab32 EHR",
            "tab32 PMS"
          ],
          "url": "/vendors/tab32/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "XLDent",
          "search_aliases": [
            "XLDent Suite"
          ],
          "url": "/vendors/xldent/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q4",
      "text": "What are the best alternatives to Dentrix?",
      "type": "alternative",
      "category": "Dental practice management software",
      "category_id": "dental-practice-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "CareStack",
          "search_aliases": [
            "CareStack",
            "Good Methods Global"
          ],
          "url": "/vendors/carestack/dental-practice-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Curve Dental",
          "search_aliases": [
            "Curve",
            "Curve GRO",
            "CD Newco"
          ],
          "url": "/vendors/curve-dental/dental-practice-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Dentrix",
          "search_aliases": [
            "Dentrix G7",
            "Dentrix G8"
          ],
          "url": "/vendors/dentrix/dental-practice-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Open Dental",
          "search_aliases": [
            "Open Dental Software"
          ],
          "url": "/vendors/open-dental/dental-practice-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Planet DDS (Denticon)",
          "search_aliases": [
            "Denticon",
            "Planet DDS DentalOS"
          ],
          "url": "/vendors/planet-dds-denticon/dental-practice-management/",
          "named": {
            "count": 11,
            "base": 15,
            "rate": 73.3,
            "lower": 48,
            "upper": 89.1
          }
        },
        {
          "name": "Dentrix Ascend",
          "search_aliases": [
            "Ascend"
          ],
          "url": "/vendors/dentrix-ascend/dental-practice-management/",
          "named": {
            "count": 10,
            "base": 15,
            "rate": 66.7,
            "lower": 41.7,
            "upper": 84.8
          }
        },
        {
          "name": "Eaglesoft",
          "search_aliases": [
            "Eaglesoft by Patterson"
          ],
          "url": "/vendors/eaglesoft/dental-practice-management/",
          "named": {
            "count": 10,
            "base": 15,
            "rate": 66.7,
            "lower": 41.7,
            "upper": 84.8
          }
        },
        {
          "name": "tab32",
          "search_aliases": [
            "tab32 EHR",
            "tab32 PMS"
          ],
          "url": "/vendors/tab32/dental-practice-management/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "Practice-Web",
          "search_aliases": [
            "Practice-Web",
            "PW"
          ],
          "url": "/vendors/practice-web/dental-practice-management/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "Carestream Dental",
          "search_aliases": [
            "Sensei",
            "Sensei Cloud"
          ],
          "url": "/vendors/carestream-dental/dental-practice-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Dentrix Enterprise",
          "search_aliases": [
            "Dentrix Enterprise",
            "DSE"
          ],
          "url": "/vendors/dentrix-enterprise/dental-practice-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "ABELDent",
          "search_aliases": [
            "ABELDent",
            "ABELSoft"
          ],
          "url": "/vendors/abeldent/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "ACE Dental",
          "search_aliases": [
            "ACE Dental Software"
          ],
          "url": "/vendors/ace-dental/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Adit",
          "search_aliases": [
            "Adit"
          ],
          "url": "/vendors/adit/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Dentally",
          "search_aliases": [
            "Dentally by Henry Schein One"
          ],
          "url": "/vendors/dentally/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "DentiMax",
          "search_aliases": [
            "DentiMax"
          ],
          "url": "/vendors/dentimax/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "DSN",
          "search_aliases": [
            "DSN Software",
            "DSN Cloud"
          ],
          "url": "/vendors/dsn/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "MacPractice",
          "search_aliases": [
            "MacPractice DDS"
          ],
          "url": "/vendors/macpractice/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Oryx Dental",
          "search_aliases": [
            "Oryx"
          ],
          "url": "/vendors/oryx-dental/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "XLDent",
          "search_aliases": [
            "XLDent Suite"
          ],
          "url": "/vendors/xldent/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Planet DDS (Denticon)",
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                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
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                "base": 3,
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              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 2,
                "base": 3,
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                "lower": 20.8,
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              }
            },
            {
              "name": "Adit",
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            },
            {
              "name": "Practice-Web",
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                "base": 3,
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                "lower": 6.1,
                "upper": 79.2
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            },
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            },
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                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
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              "name": "Dentrix",
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                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
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              }
            },
            {
              "name": "Dentrix Ascend",
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                "count": 0,
                "base": 3,
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              }
            },
            {
              "name": "Dentrix Enterprise",
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              }
            },
            {
              "name": "Eaglesoft",
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            },
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              "name": "Open Dental",
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                "base": 3,
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              }
            },
            {
              "name": "Curve Dental",
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                "count": 3,
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              }
            },
            {
              "name": "Planet DDS (Denticon)",
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                "upper": 56.1
              }
            },
            {
              "name": "Carestream Dental",
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              }
            },
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              "name": "DentiMax",
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            },
            {
              "name": "Dentally",
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                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 1,
                "base": 3,
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                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
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                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
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            },
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              "name": "DSN",
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            },
            {
              "name": "CareStack",
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              }
            },
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              "name": "ACE Dental",
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            },
            {
              "name": "Oryx Dental",
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                "base": 3,
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                "upper": 56.1
              }
            }
          ]
        },
        {
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                "base": 3,
                "rate": 100,
                "lower": 43.9,
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              }
            },
            {
              "name": "Dentrix Ascend",
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                "count": 1,
                "base": 3,
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                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Dentrix Enterprise",
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              }
            },
            {
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            },
            {
              "name": "Open Dental",
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              }
            },
            {
              "name": "Curve Dental",
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              }
            },
            {
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            },
            {
              "name": "Carestream Dental",
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              }
            },
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            },
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              "name": "Dentally",
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            },
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              "name": "Adit",
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            },
            {
              "name": "Practice-Web",
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              "name": "MacPractice",
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            },
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            },
            {
              "name": "DSN",
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          ]
        }
      ]
    },
    {
      "id": "q5",
      "text": "What are the best alternatives to Eaglesoft?",
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      "category": "Dental practice management software",
      "category_id": "dental-practice-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
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            "Curve GRO",
            "CD Newco"
          ],
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          "named": {
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            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Dentrix",
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            "Dentrix G7",
            "Dentrix G8"
          ],
          "url": "/vendors/dentrix/dental-practice-management/",
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            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Dentrix Ascend",
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            "Ascend"
          ],
          "url": "/vendors/dentrix-ascend/dental-practice-management/",
          "named": {
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            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Eaglesoft",
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            "Eaglesoft by Patterson"
          ],
          "url": "/vendors/eaglesoft/dental-practice-management/",
          "named": {
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            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Open Dental",
          "search_aliases": [
            "Open Dental Software"
          ],
          "url": "/vendors/open-dental/dental-practice-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
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            "upper": 100
          }
        },
        {
          "name": "CareStack",
          "search_aliases": [
            "CareStack",
            "Good Methods Global"
          ],
          "url": "/vendors/carestack/dental-practice-management/",
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            "base": 15,
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            "lower": 41.7,
            "upper": 84.8
          }
        },
        {
          "name": "Planet DDS (Denticon)",
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            "Denticon",
            "Planet DDS DentalOS"
          ],
          "url": "/vendors/planet-dds-denticon/dental-practice-management/",
          "named": {
            "count": 9,
            "base": 15,
            "rate": 60,
            "lower": 35.7,
            "upper": 80.2
          }
        },
        {
          "name": "tab32",
          "search_aliases": [
            "tab32 EHR",
            "tab32 PMS"
          ],
          "url": "/vendors/tab32/dental-practice-management/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "Oryx Dental",
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            "Oryx"
          ],
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          "named": {
            "count": 3,
            "base": 15,
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            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Practice-Web",
          "search_aliases": [
            "Practice-Web",
            "PW"
          ],
          "url": "/vendors/practice-web/dental-practice-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Adit",
          "search_aliases": [
            "Adit"
          ],
          "url": "/vendors/adit/dental-practice-management/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
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          }
        },
        {
          "name": "ACE Dental",
          "search_aliases": [
            "ACE Dental Software"
          ],
          "url": "/vendors/ace-dental/dental-practice-management/",
          "named": {
            "count": 1,
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          }
        },
        {
          "name": "Carestream Dental",
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            "Sensei Cloud"
          ],
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          }
        },
        {
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            "DentiMax"
          ],
          "url": "/vendors/dentimax/dental-practice-management/",
          "named": {
            "count": 1,
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            "lower": 1.2,
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          }
        },
        {
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            "ABELDent",
            "ABELSoft"
          ],
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          "named": {
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            "upper": 20.4
          }
        },
        {
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          ],
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          "named": {
            "count": 0,
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          }
        },
        {
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            "DSE"
          ],
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          }
        },
        {
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          ],
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        },
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          ],
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        },
        {
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            "XLDent Suite"
          ],
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            "lower": 0,
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          }
        }
      ],
      "engine_presence": [
        {
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              }
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              }
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              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 3,
                "base": 3,
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                "upper": 100
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
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                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
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              }
            },
            {
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              }
            },
            {
              "name": "tab32",
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            },
            {
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            },
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            },
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              "name": "XLDent",
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              }
            },
            {
              "name": "MacPractice",
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                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
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              }
            },
            {
              "name": "DSN",
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            },
            {
              "name": "ACE Dental",
              "named": {
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                "base": 3,
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                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
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                "upper": 56.1
              }
            }
          ]
        },
        {
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              "named": {
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                "lower": 43.9,
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            },
            {
              "name": "Dentrix Ascend",
              "named": {
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                "upper": 100
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            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q6",
      "text": "What are the best alternatives to Open Dental?",
      "type": "alternative",
      "category": "Dental practice management software",
      "category_id": "dental-practice-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "Curve Dental",
          "search_aliases": [
            "Curve",
            "Curve GRO",
            "CD Newco"
          ],
          "url": "/vendors/curve-dental/dental-practice-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Dentrix",
          "search_aliases": [
            "Dentrix G7",
            "Dentrix G8"
          ],
          "url": "/vendors/dentrix/dental-practice-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Open Dental",
          "search_aliases": [
            "Open Dental Software"
          ],
          "url": "/vendors/open-dental/dental-practice-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Eaglesoft",
          "search_aliases": [
            "Eaglesoft by Patterson"
          ],
          "url": "/vendors/eaglesoft/dental-practice-management/",
          "named": {
            "count": 14,
            "base": 15,
            "rate": 93.3,
            "lower": 70.2,
            "upper": 98.8
          }
        },
        {
          "name": "CareStack",
          "search_aliases": [
            "CareStack",
            "Good Methods Global"
          ],
          "url": "/vendors/carestack/dental-practice-management/",
          "named": {
            "count": 13,
            "base": 15,
            "rate": 86.7,
            "lower": 62.1,
            "upper": 96.3
          }
        },
        {
          "name": "Dentrix Ascend",
          "search_aliases": [
            "Ascend"
          ],
          "url": "/vendors/dentrix-ascend/dental-practice-management/",
          "named": {
            "count": 13,
            "base": 15,
            "rate": 86.7,
            "lower": 62.1,
            "upper": 96.3
          }
        },
        {
          "name": "Practice-Web",
          "search_aliases": [
            "Practice-Web",
            "PW"
          ],
          "url": "/vendors/practice-web/dental-practice-management/",
          "named": {
            "count": 11,
            "base": 15,
            "rate": 73.3,
            "lower": 48,
            "upper": 89.1
          }
        },
        {
          "name": "Planet DDS (Denticon)",
          "search_aliases": [
            "Denticon",
            "Planet DDS DentalOS"
          ],
          "url": "/vendors/planet-dds-denticon/dental-practice-management/",
          "named": {
            "count": 10,
            "base": 15,
            "rate": 66.7,
            "lower": 41.7,
            "upper": 84.8
          }
        },
        {
          "name": "tab32",
          "search_aliases": [
            "tab32 EHR",
            "tab32 PMS"
          ],
          "url": "/vendors/tab32/dental-practice-management/",
          "named": {
            "count": 9,
            "base": 15,
            "rate": 60,
            "lower": 35.7,
            "upper": 80.2
          }
        },
        {
          "name": "Adit",
          "search_aliases": [
            "Adit"
          ],
          "url": "/vendors/adit/dental-practice-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "ABELDent",
          "search_aliases": [
            "ABELDent",
            "ABELSoft"
          ],
          "url": "/vendors/abeldent/dental-practice-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "ACE Dental",
          "search_aliases": [
            "ACE Dental Software"
          ],
          "url": "/vendors/ace-dental/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Carestream Dental",
          "search_aliases": [
            "Sensei",
            "Sensei Cloud"
          ],
          "url": "/vendors/carestream-dental/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Dentally",
          "search_aliases": [
            "Dentally by Henry Schein One"
          ],
          "url": "/vendors/dentally/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "DentiMax",
          "search_aliases": [
            "DentiMax"
          ],
          "url": "/vendors/dentimax/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Dentrix Enterprise",
          "search_aliases": [
            "Dentrix Enterprise",
            "DSE"
          ],
          "url": "/vendors/dentrix-enterprise/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "DSN",
          "search_aliases": [
            "DSN Software",
            "DSN Cloud"
          ],
          "url": "/vendors/dsn/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "MacPractice",
          "search_aliases": [
            "MacPractice DDS"
          ],
          "url": "/vendors/macpractice/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Oryx Dental",
          "search_aliases": [
            "Oryx"
          ],
          "url": "/vendors/oryx-dental/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "XLDent",
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "ACE Dental",
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                "base": 3,
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                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
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                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q9",
      "text": "What should I look for in dental practice management software?",
      "type": "buyer evaluation",
      "category": "Dental practice management software",
      "category_id": "dental-practice-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
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        {
          "name": "Curve Dental",
          "search_aliases": [
            "Curve",
            "Curve GRO",
            "CD Newco"
          ],
          "url": "/vendors/curve-dental/dental-practice-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "Open Dental",
          "search_aliases": [
            "Open Dental Software"
          ],
          "url": "/vendors/open-dental/dental-practice-management/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "Oryx Dental",
          "search_aliases": [
            "Oryx"
          ],
          "url": "/vendors/oryx-dental/dental-practice-management/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "CareStack",
          "search_aliases": [
            "CareStack",
            "Good Methods Global"
          ],
          "url": "/vendors/carestack/dental-practice-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Dentrix",
          "search_aliases": [
            "Dentrix G7",
            "Dentrix G8"
          ],
          "url": "/vendors/dentrix/dental-practice-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "ABELDent",
          "search_aliases": [
            "ABELDent",
            "ABELSoft"
          ],
          "url": "/vendors/abeldent/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "ACE Dental",
          "search_aliases": [
            "ACE Dental Software"
          ],
          "url": "/vendors/ace-dental/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Adit",
          "search_aliases": [
            "Adit"
          ],
          "url": "/vendors/adit/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Carestream Dental",
          "search_aliases": [
            "Sensei",
            "Sensei Cloud"
          ],
          "url": "/vendors/carestream-dental/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Dentally",
          "search_aliases": [
            "Dentally by Henry Schein One"
          ],
          "url": "/vendors/dentally/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "DentiMax",
          "search_aliases": [
            "DentiMax"
          ],
          "url": "/vendors/dentimax/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Dentrix Ascend",
          "search_aliases": [
            "Ascend"
          ],
          "url": "/vendors/dentrix-ascend/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Dentrix Enterprise",
          "search_aliases": [
            "Dentrix Enterprise",
            "DSE"
          ],
          "url": "/vendors/dentrix-enterprise/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "DSN",
          "search_aliases": [
            "DSN Software",
            "DSN Cloud"
          ],
          "url": "/vendors/dsn/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Eaglesoft",
          "search_aliases": [
            "Eaglesoft by Patterson"
          ],
          "url": "/vendors/eaglesoft/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "MacPractice",
          "search_aliases": [
            "MacPractice DDS"
          ],
          "url": "/vendors/macpractice/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Planet DDS (Denticon)",
          "search_aliases": [
            "Denticon",
            "Planet DDS DentalOS"
          ],
          "url": "/vendors/planet-dds-denticon/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Practice-Web",
          "search_aliases": [
            "Practice-Web",
            "PW"
          ],
          "url": "/vendors/practice-web/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "tab32",
          "search_aliases": [
            "tab32 EHR",
            "tab32 PMS"
          ],
          "url": "/vendors/tab32/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "XLDent",
          "search_aliases": [
            "XLDent Suite"
          ],
          "url": "/vendors/xldent/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 0,
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                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q10",
      "text": "What is the best dental PMS for a DSO with multiple locations?",
      "type": "specific workflow",
      "category": "Dental practice management software",
      "category_id": "dental-practice-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "CareStack",
          "search_aliases": [
            "CareStack",
            "Good Methods Global"
          ],
          "url": "/vendors/carestack/dental-practice-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Dentrix",
          "search_aliases": [
            "Dentrix G7",
            "Dentrix G8"
          ],
          "url": "/vendors/dentrix/dental-practice-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Planet DDS (Denticon)",
          "search_aliases": [
            "Denticon",
            "Planet DDS DentalOS"
          ],
          "url": "/vendors/planet-dds-denticon/dental-practice-management/",
          "named": {
            "count": 14,
            "base": 15,
            "rate": 93.3,
            "lower": 70.2,
            "upper": 98.8
          }
        },
        {
          "name": "Dentrix Ascend",
          "search_aliases": [
            "Ascend"
          ],
          "url": "/vendors/dentrix-ascend/dental-practice-management/",
          "named": {
            "count": 13,
            "base": 15,
            "rate": 86.7,
            "lower": 62.1,
            "upper": 96.3
          }
        },
        {
          "name": "Open Dental",
          "search_aliases": [
            "Open Dental Software"
          ],
          "url": "/vendors/open-dental/dental-practice-management/",
          "named": {
            "count": 12,
            "base": 15,
            "rate": 80,
            "lower": 54.8,
            "upper": 93
          }
        },
        {
          "name": "Dentrix Enterprise",
          "search_aliases": [
            "Dentrix Enterprise",
            "DSE"
          ],
          "url": "/vendors/dentrix-enterprise/dental-practice-management/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "Curve Dental",
          "search_aliases": [
            "Curve",
            "Curve GRO",
            "CD Newco"
          ],
          "url": "/vendors/curve-dental/dental-practice-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "tab32",
          "search_aliases": [
            "tab32 EHR",
            "tab32 PMS"
          ],
          "url": "/vendors/tab32/dental-practice-management/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "ABELDent",
          "search_aliases": [
            "ABELDent",
            "ABELSoft"
          ],
          "url": "/vendors/abeldent/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "ACE Dental",
          "search_aliases": [
            "ACE Dental Software"
          ],
          "url": "/vendors/ace-dental/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Adit",
          "search_aliases": [
            "Adit"
          ],
          "url": "/vendors/adit/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Carestream Dental",
          "search_aliases": [
            "Sensei",
            "Sensei Cloud"
          ],
          "url": "/vendors/carestream-dental/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Dentally",
          "search_aliases": [
            "Dentally by Henry Schein One"
          ],
          "url": "/vendors/dentally/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "DentiMax",
          "search_aliases": [
            "DentiMax"
          ],
          "url": "/vendors/dentimax/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "DSN",
          "search_aliases": [
            "DSN Software",
            "DSN Cloud"
          ],
          "url": "/vendors/dsn/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Eaglesoft",
          "search_aliases": [
            "Eaglesoft by Patterson"
          ],
          "url": "/vendors/eaglesoft/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "MacPractice",
          "search_aliases": [
            "MacPractice DDS"
          ],
          "url": "/vendors/macpractice/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Oryx Dental",
          "search_aliases": [
            "Oryx"
          ],
          "url": "/vendors/oryx-dental/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Practice-Web",
          "search_aliases": [
            "Practice-Web",
            "PW"
          ],
          "url": "/vendors/practice-web/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "XLDent",
          "search_aliases": [
            "XLDent Suite"
          ],
          "url": "/vendors/xldent/dental-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
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            },
            {
              "name": "DSN",
              "named": {
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                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
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                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
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                "upper": 56.1
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            },
            {
              "name": "tab32",
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            },
            {
              "name": "Adit",
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            {
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            },
            {
              "name": "XLDent",
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            },
            {
              "name": "MacPractice",
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                "upper": 56.1
              }
            },
            {
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            },
            {
              "name": "DSN",
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            },
            {
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                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ACE Dental",
              "named": {
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Adit",
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                "base": 3,
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
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                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
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                "upper": 56.1
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            },
            {
              "name": "MacPractice",
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                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
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                "upper": 56.1
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            },
            {
              "name": "DSN",
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                "upper": 56.1
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            },
            {
              "name": "CareStack",
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                "lower": 43.9,
                "upper": 100
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            },
            {
              "name": "ACE Dental",
              "named": {
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                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Adit",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
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                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
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                "base": 3,
                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ACE Dental",
              "named": {
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                "base": 3,
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "Dentrix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Ascend",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Dentrix Enterprise",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Eaglesoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Open Dental",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Curve Dental",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Planet DDS (Denticon)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Carestream Dental",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DentiMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Dentally",
              "named": {
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                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "tab32",
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                "upper": 56.1
              }
            },
            {
              "name": "Adit",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Practice-Web",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "XLDent",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MacPractice",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ABELDent",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DSN",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "CareStack",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ACE Dental",
              "named": {
                "count": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "Oryx Dental",
              "named": {
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                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q1",
      "text": "what is the best field service software for a small HVAC company",
      "type": "best option",
      "category": "Field service management software",
      "category_id": "field-service-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "Housecall Pro",
          "search_aliases": [
            "HCP"
          ],
          "url": "/vendors/housecall-pro/field-service-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "ServiceTitan",
          "search_aliases": [
            "ServiceTitan Inc",
            "TTAN"
          ],
          "url": "/vendors/servicetitan/field-service-management/",
          "named": {
            "count": 10,
            "base": 15,
            "rate": 66.7,
            "lower": 41.7,
            "upper": 84.8
          }
        },
        {
          "name": "Workiz",
          "search_aliases": [],
          "url": "/vendors/workiz/field-service-management/",
          "named": {
            "count": 9,
            "base": 15,
            "rate": 60,
            "lower": 35.7,
            "upper": 80.2
          }
        },
        {
          "name": "FieldPulse",
          "search_aliases": [],
          "url": "/vendors/fieldpulse/field-service-management/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "Service Fusion",
          "search_aliases": [],
          "url": "/vendors/service-fusion/field-service-management/",
          "named": {
            "count": 7,
            "base": 15,
            "rate": 46.7,
            "lower": 24.8,
            "upper": 69.9
          }
        },
        {
          "name": "Jobber",
          "search_aliases": [],
          "url": "/vendors/jobber/field-service-management/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "FieldEdge",
          "search_aliases": [
            "FieldEdge by Xplor",
            "dESCO",
            "ESC"
          ],
          "url": "/vendors/fieldedge/field-service-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "RazorSync",
          "search_aliases": [],
          "url": "/vendors/razorsync/field-service-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "simpro",
          "search_aliases": [
            "simPRO",
            "Simpro Group"
          ],
          "url": "/vendors/simpro/field-service-management/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "BuildOps",
          "search_aliases": [],
          "url": "/vendors/buildops/field-service-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "BigChange",
          "search_aliases": [
            "BigChange Lightning"
          ],
          "url": "/vendors/bigchange/field-service-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Commusoft",
          "search_aliases": [],
          "url": "/vendors/commusoft/field-service-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Joblogic",
          "search_aliases": [],
          "url": "/vendors/joblogic/field-service-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Kickserv",
          "search_aliases": [],
          "url": "/vendors/kickserv/field-service-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Sera Systems",
          "search_aliases": [
            "Sera"
          ],
          "url": "/vendors/sera-systems/field-service-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "ServiceM8",
          "search_aliases": [],
          "url": "/vendors/servicem8/field-service-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "ServiceMax",
          "search_aliases": [
            "ServiceMax by PTC"
          ],
          "url": "/vendors/servicemax/field-service-management/",
          "named": {
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            },
            {
              "name": "Commusoft",
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            },
            {
              "name": "Successware",
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                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
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            },
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            },
            {
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            },
            {
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            },
            {
              "name": "ServiceTrade",
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                "upper": 100
              }
            },
            {
              "name": "Workiz",
              "named": {
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "simpro",
              "named": {
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                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Service Fusion",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Kickserv",
              "named": {
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              }
            },
            {
              "name": "RazorSync",
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "FieldPulse",
              "named": {
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                "upper": 56.1
              }
            },
            {
              "name": "Sera Systems",
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              }
            },
            {
              "name": "BuildOps",
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              }
            },
            {
              "name": "ServiceMax",
              "named": {
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                "upper": 56.1
              }
            },
            {
              "name": "Zuper",
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                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ServiceM8",
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              }
            },
            {
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            },
            {
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            {
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            },
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            },
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            },
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          ]
        },
        {
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            },
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            {
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              }
            },
            {
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            },
            {
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            },
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            },
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            },
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              "name": "Service Fusion",
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              }
            },
            {
              "name": "Kickserv",
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              }
            },
            {
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                "upper": 56.1
              }
            },
            {
              "name": "FieldPulse",
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            },
            {
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            },
            {
              "name": "BuildOps",
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            },
            {
              "name": "ServiceMax",
              "named": {
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                "base": 3,
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                "upper": 56.1
              }
            },
            {
              "name": "Zuper",
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                "upper": 56.1
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            },
            {
              "name": "ServiceM8",
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            },
            {
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            },
            {
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            },
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            },
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            },
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            },
            {
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            },
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            },
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            },
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          ]
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      ]
    },
    {
      "id": "q4",
      "text": "what are the best alternatives to ServiceTitan",
      "type": "alternative",
      "category": "Field service management software",
      "category_id": "field-service-management",
      "version": "2026-09.1",
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            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "ServiceTitan",
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            "TTAN"
          ],
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          "named": {
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            "base": 15,
            "rate": 93.3,
            "lower": 70.2,
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          }
        },
        {
          "name": "Service Fusion",
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            "rate": 80,
            "lower": 54.8,
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        },
        {
          "name": "simpro",
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        },
        {
          "name": "Workiz",
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            "rate": 80,
            "lower": 54.8,
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          }
        },
        {
          "name": "FieldEdge",
          "search_aliases": [
            "FieldEdge by Xplor",
            "dESCO",
            "ESC"
          ],
          "url": "/vendors/fieldedge/field-service-management/",
          "named": {
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            "base": 15,
            "rate": 73.3,
            "lower": 48,
            "upper": 89.1
          }
        },
        {
          "name": "Jobber",
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            "base": 15,
            "rate": 73.3,
            "lower": 48,
            "upper": 89.1
          }
        },
        {
          "name": "BuildOps",
          "search_aliases": [],
          "url": "/vendors/buildops/field-service-management/",
          "named": {
            "count": 9,
            "base": 15,
            "rate": 60,
            "lower": 35.7,
            "upper": 80.2
          }
        },
        {
          "name": "FieldPulse",
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          "url": "/vendors/fieldpulse/field-service-management/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
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          }
        },
        {
          "name": "ServiceTrade",
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            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "Kickserv",
          "search_aliases": [],
          "url": "/vendors/kickserv/field-service-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "ServiceM8",
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            "rate": 20,
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            "upper": 45.2
          }
        },
        {
          "name": "BigChange",
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          ],
          "url": "/vendors/bigchange/field-service-management/",
          "named": {
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        },
        {
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        },
        {
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          "named": {
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            "lower": 0,
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        },
        {
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          "named": {
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            "base": 15,
            "rate": 0,
            "lower": 0,
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          }
        },
        {
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          "url": "/vendors/sera-systems/field-service-management/",
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            "lower": 0,
            "upper": 20.4
          }
        },
        {
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          "url": "/vendors/servicemax/field-service-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
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            "upper": 20.4
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        },
        {
          "name": "ServicePower",
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          "named": {
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            "rate": 0,
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          }
        },
        {
          "name": "Successware",
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        },
        {
          "name": "WorkWave",
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            "PestPac",
            "RealGreen"
          ],
          "url": "/vendors/workwave/field-service-management/",
          "named": {
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        },
        {
          "name": "Zuper",
          "search_aliases": [],
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          "named": {
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            "lower": 0,
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          }
        }
      ],
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        {
          "engine": "ChatGPT",
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              "name": "ServiceTitan",
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                "count": 2,
                "base": 3,
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                "lower": 20.8,
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              }
            },
            {
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              }
            },
            {
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              }
            },
            {
              "name": "FieldEdge",
              "named": {
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                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ServiceTrade",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Workiz",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "simpro",
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                "rate": 66.7,
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              }
            },
            {
              "name": "Service Fusion",
              "named": {
                "count": 2,
                "base": 3,
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                "lower": 20.8,
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                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Housecall Pro",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Jobber",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "FieldEdge",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ServiceTrade",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Workiz",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "simpro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Service Fusion",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Kickserv",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RazorSync",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "FieldPulse",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Sera Systems",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "BuildOps",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ServiceMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Zuper",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ServiceM8",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "WorkWave",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ServicePower",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "BigChange",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Joblogic",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Commusoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Successware",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q6",
      "text": "what are the best alternatives to Jobber for a home service business",
      "type": "alternative",
      "category": "Field service management software",
      "category_id": "field-service-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "Housecall Pro",
          "search_aliases": [
            "HCP"
          ],
          "url": "/vendors/housecall-pro/field-service-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "ServiceTitan",
          "search_aliases": [
            "ServiceTitan Inc",
            "TTAN"
          ],
          "url": "/vendors/servicetitan/field-service-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Workiz",
          "search_aliases": [],
          "url": "/vendors/workiz/field-service-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "FieldPulse",
          "search_aliases": [],
          "url": "/vendors/fieldpulse/field-service-management/",
          "named": {
            "count": 11,
            "base": 15,
            "rate": 73.3,
            "lower": 48,
            "upper": 89.1
          }
        },
        {
          "name": "Service Fusion",
          "search_aliases": [],
          "url": "/vendors/service-fusion/field-service-management/",
          "named": {
            "count": 10,
            "base": 15,
            "rate": 66.7,
            "lower": 41.7,
            "upper": 84.8
          }
        },
        {
          "name": "Kickserv",
          "search_aliases": [],
          "url": "/vendors/kickserv/field-service-management/",
          "named": {
            "count": 9,
            "base": 15,
            "rate": 60,
            "lower": 35.7,
            "upper": 80.2
          }
        },
        {
          "name": "ServiceM8",
          "search_aliases": [],
          "url": "/vendors/servicem8/field-service-management/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "Jobber",
          "search_aliases": [],
          "url": "/vendors/jobber/field-service-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "BigChange",
          "search_aliases": [
            "BigChange Lightning"
          ],
          "url": "/vendors/bigchange/field-service-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "FieldEdge",
          "search_aliases": [
            "FieldEdge by Xplor",
            "dESCO",
            "ESC"
          ],
          "url": "/vendors/fieldedge/field-service-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "BuildOps",
          "search_aliases": [],
          "url": "/vendors/buildops/field-service-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Commusoft",
          "search_aliases": [],
          "url": "/vendors/commusoft/field-service-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Joblogic",
          "search_aliases": [],
          "url": "/vendors/joblogic/field-service-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "RazorSync",
          "search_aliases": [],
          "url": "/vendors/razorsync/field-service-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Sera Systems",
          "search_aliases": [
            "Sera"
          ],
          "url": "/vendors/sera-systems/field-service-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "ServiceMax",
          "search_aliases": [
            "ServiceMax by PTC"
          ],
          "url": "/vendors/servicemax/field-service-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "ServicePower",
          "search_aliases": [],
          "url": "/vendors/servicepower/field-service-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "ServiceTrade",
          "search_aliases": [],
          "url": "/vendors/servicetrade/field-service-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "simpro",
          "search_aliases": [
            "simPRO",
            "Simpro Group"
          ],
          "url": "/vendors/simpro/field-service-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Successware",
          "search_aliases": [],
          "url": "/vendors/successware/field-service-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "WorkWave",
          "search_aliases": [
            "WorkWave Service",
            "PestPac",
            "RealGreen"
          ],
          "url": "/vendors/workwave/field-service-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Zuper",
          "search_aliases": [],
          "url": "/vendors/zuper/field-service-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "ServiceTitan",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Housecall Pro",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Jobber",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "FieldEdge",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ServiceTrade",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Workiz",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "simpro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Service Fusion",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Kickserv",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "RazorSync",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "FieldPulse",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Sera Systems",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "BuildOps",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ServiceMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Zuper",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ServiceM8",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "WorkWave",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ServicePower",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "BigChange",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Joblogic",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Commusoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Successware",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "ServiceTitan",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Housecall Pro",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Jobber",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "FieldEdge",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ServiceTrade",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Workiz",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "simpro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Service Fusion",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Kickserv",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RazorSync",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "FieldPulse",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Sera Systems",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "BuildOps",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ServiceMax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Zuper",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ServiceM8",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "WorkWave",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ServicePower",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "BigChange",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Joblogic",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Commusoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Successware",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
          "vendors": [
            {
              "name": "ServiceTitan",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Housecall Pro",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Jobber",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "FieldEdge",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "ServiceTrade",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Workiz",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "simpro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Service Fusion",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Kickserv",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "RazorSync",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "FieldPulse",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Sera Systems",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
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        },
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        },
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        },
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        },
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        },
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                "upper": 56.1
              }
            },
            {
              "name": "RMS Cloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "innRoad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ThinkReservations",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Little Hotelier",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Hotelogix",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "WebRezPro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Clock PMS+",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RoomKeyPMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Maestro PMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Visual Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResNexus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "eviivo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "roommaster",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Yanolja Cloud Solution (eZee)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q2",
      "text": "What is the best PMS for a boutique hotel?",
      "type": "best option",
      "category": "Hotel property management software",
      "category_id": "hotel-property-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "Cloudbeds",
          "search_aliases": [],
          "url": "/vendors/cloudbeds/hotel-property-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Little Hotelier",
          "search_aliases": [],
          "url": "/vendors/little-hotelier/hotel-property-management/",
          "named": {
            "count": 14,
            "base": 15,
            "rate": 93.3,
            "lower": 70.2,
            "upper": 98.8
          }
        },
        {
          "name": "Stayntouch",
          "search_aliases": [
            "StayNTouch"
          ],
          "url": "/vendors/stayntouch/hotel-property-management/",
          "named": {
            "count": 11,
            "base": 15,
            "rate": 73.3,
            "lower": 48,
            "upper": 89.1
          }
        },
        {
          "name": "Mews",
          "search_aliases": [
            "Mews Hospitality Cloud",
            "Mews PMS"
          ],
          "url": "/vendors/mews/hotel-property-management/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "RoomRaccoon",
          "search_aliases": [],
          "url": "/vendors/roomraccoon/hotel-property-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "Hotelogix",
          "search_aliases": [
            "Hotelogix PMS",
            "HMS Infosystems"
          ],
          "url": "/vendors/hotelogix/hotel-property-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "ThinkReservations",
          "search_aliases": [],
          "url": "/vendors/thinkreservations/hotel-property-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "RMS Cloud",
          "search_aliases": [
            "RMS",
            "RMS Hospitality Cloud"
          ],
          "url": "/vendors/rms-cloud/hotel-property-management/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "eviivo",
          "search_aliases": [
            "eviivo Suite"
          ],
          "url": "/vendors/eviivo/hotel-property-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Maestro PMS",
          "search_aliases": [
            "Maestro",
            "Northwind Maestro"
          ],
          "url": "/vendors/maestro-pms/hotel-property-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Amadeus Hospitality (iHotelier)",
          "search_aliases": [
            "Amadeus iHotelier",
            "TravelClick"
          ],
          "url": "/vendors/amadeus-hospitality-ihotelier/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Apaleo",
          "search_aliases": [],
          "url": "/vendors/apaleo/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Aven Hospitality (SynXis)",
          "search_aliases": [
            "SynXis",
            "Sabre Hospitality",
            "Sabre Hospitality Solutions",
            "Hospitality Solutions"
          ],
          "url": "/vendors/aven-hospitality-synxis/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Clock PMS+",
          "search_aliases": [
            "Clock PMS",
            "Clock Software"
          ],
          "url": "/vendors/clock-pms/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Guestline",
          "search_aliases": [
            "Guestline Rezlynx",
            "Rezlynx PMS"
          ],
          "url": "/vendors/guestline/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "HotelTime Solutions",
          "search_aliases": [
            "HotelTime"
          ],
          "url": "/vendors/hoteltime-solutions/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "innRoad",
          "search_aliases": [],
          "url": "/vendors/innroad/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Oracle OPERA Cloud",
          "search_aliases": [
            "OPERA PMS",
            "Opera Hotel PMS",
            "Oracle Hospitality"
          ],
          "url": "/vendors/oracle-opera-cloud/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Planet protel",
          "search_aliases": [
            "protel",
            "protel hotelsoftware",
            "Planet PMS"
          ],
          "url": "/vendors/planet-protel/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "ResNexus",
          "search_aliases": [],
          "url": "/vendors/resnexus/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "RoomKeyPMS",
          "search_aliases": [
            "RoomKey PMS",
            "RSI International Systems"
          ],
          "url": "/vendors/roomkeypms/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "roommaster",
          "search_aliases": [
            "roomMaster",
            "InnQuest",
            "InnQuest Software"
          ],
          "url": "/vendors/roommaster/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Visual Matrix",
          "search_aliases": [
            "Visual Matrix PMS",
            "VM PMS"
          ],
          "url": "/vendors/visual-matrix/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "WebRezPro",
          "search_aliases": [
            "World Web Technologies"
          ],
          "url": "/vendors/webrezpro/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Yanolja Cloud Solution (eZee)",
          "search_aliases": [
            "eZee",
            "eZee Technosys",
            "eZee Absolute",
            "Yanolja Cloud"
          ],
          "url": "/vendors/yanolja-cloud-solution-ezee/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "Oracle OPERA Cloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Mews",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Cloudbeds",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RoomRaccoon",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Apaleo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Stayntouch",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "HotelTime Solutions",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Planet protel",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Aven Hospitality (SynXis)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Amadeus Hospitality (iHotelier)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Guestline",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RMS Cloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "innRoad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ThinkReservations",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Little Hotelier",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Hotelogix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "WebRezPro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Clock PMS+",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RoomKeyPMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Maestro PMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Visual Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResNexus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "eviivo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "roommaster",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Yanolja Cloud Solution (eZee)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "Oracle OPERA Cloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Mews",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Cloudbeds",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RoomRaccoon",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Apaleo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Stayntouch",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HotelTime Solutions",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Planet protel",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Aven Hospitality (SynXis)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Amadeus Hospitality (iHotelier)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Guestline",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RMS Cloud",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "innRoad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ThinkReservations",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Little Hotelier",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Hotelogix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "WebRezPro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Clock PMS+",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RoomKeyPMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Maestro PMS",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Visual Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResNexus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "eviivo",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "roommaster",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Yanolja Cloud Solution (eZee)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
          "vendors": [
            {
              "name": "Oracle OPERA Cloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Mews",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Cloudbeds",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RoomRaccoon",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Apaleo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Stayntouch",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HotelTime Solutions",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Planet protel",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Aven Hospitality (SynXis)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Amadeus Hospitality (iHotelier)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Guestline",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RMS Cloud",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "innRoad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ThinkReservations",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Little Hotelier",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Hotelogix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "WebRezPro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Clock PMS+",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RoomKeyPMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Maestro PMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Visual Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResNexus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "eviivo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "roommaster",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Yanolja Cloud Solution (eZee)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
          "vendors": [
            {
              "name": "Oracle OPERA Cloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Mews",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Cloudbeds",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RoomRaccoon",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Apaleo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Stayntouch",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HotelTime Solutions",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Planet protel",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Aven Hospitality (SynXis)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Amadeus Hospitality (iHotelier)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Guestline",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RMS Cloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "innRoad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ThinkReservations",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Little Hotelier",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Hotelogix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "WebRezPro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Clock PMS+",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RoomKeyPMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Maestro PMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Visual Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResNexus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "eviivo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "roommaster",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Yanolja Cloud Solution (eZee)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "Oracle OPERA Cloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Mews",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Cloudbeds",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RoomRaccoon",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Apaleo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Stayntouch",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "HotelTime Solutions",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Planet protel",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Aven Hospitality (SynXis)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Amadeus Hospitality (iHotelier)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Guestline",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RMS Cloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "innRoad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ThinkReservations",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Little Hotelier",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Hotelogix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "WebRezPro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Clock PMS+",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RoomKeyPMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Maestro PMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Visual Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResNexus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "eviivo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "roommaster",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Yanolja Cloud Solution (eZee)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q3",
      "text": "What is the best hotel PMS for a mid size hotel group?",
      "type": "best option",
      "category": "Hotel property management software",
      "category_id": "hotel-property-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "Cloudbeds",
          "search_aliases": [],
          "url": "/vendors/cloudbeds/hotel-property-management/",
          "named": {
            "count": 13,
            "base": 15,
            "rate": 86.7,
            "lower": 62.1,
            "upper": 96.3
          }
        },
        {
          "name": "Stayntouch",
          "search_aliases": [
            "StayNTouch"
          ],
          "url": "/vendors/stayntouch/hotel-property-management/",
          "named": {
            "count": 12,
            "base": 15,
            "rate": 80,
            "lower": 54.8,
            "upper": 93
          }
        },
        {
          "name": "RMS Cloud",
          "search_aliases": [
            "RMS",
            "RMS Hospitality Cloud"
          ],
          "url": "/vendors/rms-cloud/hotel-property-management/",
          "named": {
            "count": 7,
            "base": 15,
            "rate": 46.7,
            "lower": 24.8,
            "upper": 69.9
          }
        },
        {
          "name": "Hotelogix",
          "search_aliases": [
            "Hotelogix PMS",
            "HMS Infosystems"
          ],
          "url": "/vendors/hotelogix/hotel-property-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "Mews",
          "search_aliases": [
            "Mews Hospitality Cloud",
            "Mews PMS"
          ],
          "url": "/vendors/mews/hotel-property-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "WebRezPro",
          "search_aliases": [
            "World Web Technologies"
          ],
          "url": "/vendors/webrezpro/hotel-property-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "Oracle OPERA Cloud",
          "search_aliases": [
            "OPERA PMS",
            "Opera Hotel PMS",
            "Oracle Hospitality"
          ],
          "url": "/vendors/oracle-opera-cloud/hotel-property-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "HotelTime Solutions",
          "search_aliases": [
            "HotelTime"
          ],
          "url": "/vendors/hoteltime-solutions/hotel-property-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Apaleo",
          "search_aliases": [],
          "url": "/vendors/apaleo/hotel-property-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Maestro PMS",
          "search_aliases": [
            "Maestro",
            "Northwind Maestro"
          ],
          "url": "/vendors/maestro-pms/hotel-property-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Amadeus Hospitality (iHotelier)",
          "search_aliases": [
            "Amadeus iHotelier",
            "TravelClick"
          ],
          "url": "/vendors/amadeus-hospitality-ihotelier/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Aven Hospitality (SynXis)",
          "search_aliases": [
            "SynXis",
            "Sabre Hospitality",
            "Sabre Hospitality Solutions",
            "Hospitality Solutions"
          ],
          "url": "/vendors/aven-hospitality-synxis/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Clock PMS+",
          "search_aliases": [
            "Clock PMS",
            "Clock Software"
          ],
          "url": "/vendors/clock-pms/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "eviivo",
          "search_aliases": [
            "eviivo Suite"
          ],
          "url": "/vendors/eviivo/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Guestline",
          "search_aliases": [
            "Guestline Rezlynx",
            "Rezlynx PMS"
          ],
          "url": "/vendors/guestline/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "innRoad",
          "search_aliases": [],
          "url": "/vendors/innroad/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Little Hotelier",
          "search_aliases": [],
          "url": "/vendors/little-hotelier/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Planet protel",
          "search_aliases": [
            "protel",
            "protel hotelsoftware",
            "Planet PMS"
          ],
          "url": "/vendors/planet-protel/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "ResNexus",
          "search_aliases": [],
          "url": "/vendors/resnexus/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "RoomKeyPMS",
          "search_aliases": [
            "RoomKey PMS",
            "RSI International Systems"
          ],
          "url": "/vendors/roomkeypms/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "roommaster",
          "search_aliases": [
            "roomMaster",
            "InnQuest",
            "InnQuest Software"
          ],
          "url": "/vendors/roommaster/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "RoomRaccoon",
          "search_aliases": [],
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              "name": "Apaleo",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Stayntouch",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HotelTime Solutions",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Planet protel",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Aven Hospitality (SynXis)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Amadeus Hospitality (iHotelier)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Guestline",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RMS Cloud",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "innRoad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ThinkReservations",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Little Hotelier",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hotelogix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "WebRezPro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Clock PMS+",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RoomKeyPMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Maestro PMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Visual Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResNexus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "eviivo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "roommaster",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Yanolja Cloud Solution (eZee)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q4",
      "text": "What are the best alternatives to Opera PMS?",
      "type": "alternative",
      "category": "Hotel property management software",
      "category_id": "hotel-property-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "Cloudbeds",
          "search_aliases": [],
          "url": "/vendors/cloudbeds/hotel-property-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Stayntouch",
          "search_aliases": [
            "StayNTouch"
          ],
          "url": "/vendors/stayntouch/hotel-property-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "RMS Cloud",
          "search_aliases": [
            "RMS",
            "RMS Hospitality Cloud"
          ],
          "url": "/vendors/rms-cloud/hotel-property-management/",
          "named": {
            "count": 10,
            "base": 15,
            "rate": 66.7,
            "lower": 41.7,
            "upper": 84.8
          }
        },
        {
          "name": "Maestro PMS",
          "search_aliases": [
            "Maestro",
            "Northwind Maestro"
          ],
          "url": "/vendors/maestro-pms/hotel-property-management/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "Little Hotelier",
          "search_aliases": [],
          "url": "/vendors/little-hotelier/hotel-property-management/",
          "named": {
            "count": 7,
            "base": 15,
            "rate": 46.7,
            "lower": 24.8,
            "upper": 69.9
          }
        },
        {
          "name": "Hotelogix",
          "search_aliases": [
            "Hotelogix PMS",
            "HMS Infosystems"
          ],
          "url": "/vendors/hotelogix/hotel-property-management/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "roommaster",
          "search_aliases": [
            "roomMaster",
            "InnQuest",
            "InnQuest Software"
          ],
          "url": "/vendors/roommaster/hotel-property-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "Yanolja Cloud Solution (eZee)",
          "search_aliases": [
            "eZee",
            "eZee Technosys",
            "eZee Absolute",
            "Yanolja Cloud"
          ],
          "url": "/vendors/yanolja-cloud-solution-ezee/hotel-property-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "Mews",
          "search_aliases": [
            "Mews Hospitality Cloud",
            "Mews PMS"
          ],
          "url": "/vendors/mews/hotel-property-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "WebRezPro",
          "search_aliases": [
            "World Web Technologies"
          ],
          "url": "/vendors/webrezpro/hotel-property-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "Oracle OPERA Cloud",
          "search_aliases": [
            "OPERA PMS",
            "Opera Hotel PMS",
            "Oracle Hospitality"
          ],
          "url": "/vendors/oracle-opera-cloud/hotel-property-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "RoomRaccoon",
          "search_aliases": [],
          "url": "/vendors/roomraccoon/hotel-property-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Apaleo",
          "search_aliases": [],
          "url": "/vendors/apaleo/hotel-property-management/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "ResNexus",
          "search_aliases": [],
          "url": "/vendors/resnexus/hotel-property-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Amadeus Hospitality (iHotelier)",
          "search_aliases": [
            "Amadeus iHotelier",
            "TravelClick"
          ],
          "url": "/vendors/amadeus-hospitality-ihotelier/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Aven Hospitality (SynXis)",
          "search_aliases": [
            "SynXis",
            "Sabre Hospitality",
            "Sabre Hospitality Solutions",
            "Hospitality Solutions"
          ],
          "url": "/vendors/aven-hospitality-synxis/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Clock PMS+",
          "search_aliases": [
            "Clock PMS",
            "Clock Software"
          ],
          "url": "/vendors/clock-pms/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "eviivo",
          "search_aliases": [
            "eviivo Suite"
          ],
          "url": "/vendors/eviivo/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Guestline",
          "search_aliases": [
            "Guestline Rezlynx",
            "Rezlynx PMS"
          ],
          "url": "/vendors/guestline/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "HotelTime Solutions",
          "search_aliases": [
            "HotelTime"
          ],
          "url": "/vendors/hoteltime-solutions/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "innRoad",
          "search_aliases": [],
          "url": "/vendors/innroad/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Planet protel",
          "search_aliases": [
            "protel",
            "protel hotelsoftware",
            "Planet PMS"
          ],
          "url": "/vendors/planet-protel/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "RoomKeyPMS",
          "search_aliases": [
            "RoomKey PMS",
            "RSI International Systems"
          ],
          "url": "/vendors/roomkeypms/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "ThinkReservations",
          "search_aliases": [],
          "url": "/vendors/thinkreservations/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Visual Matrix",
          "search_aliases": [
            "Visual Matrix PMS",
            "VM PMS"
          ],
          "url": "/vendors/visual-matrix/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "Oracle OPERA Cloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Mews",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Cloudbeds",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RoomRaccoon",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Apaleo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Stayntouch",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HotelTime Solutions",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Planet protel",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Aven Hospitality (SynXis)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Amadeus Hospitality (iHotelier)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Guestline",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RMS Cloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "innRoad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ThinkReservations",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Little Hotelier",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Hotelogix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "WebRezPro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Clock PMS+",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RoomKeyPMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Maestro PMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Visual Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResNexus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "eviivo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "roommaster",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Yanolja Cloud Solution (eZee)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "Oracle OPERA Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Mews",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Cloudbeds",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RoomRaccoon",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Apaleo",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Stayntouch",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HotelTime Solutions",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Planet protel",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Aven Hospitality (SynXis)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Amadeus Hospitality (iHotelier)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Guestline",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RMS Cloud",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "innRoad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ThinkReservations",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Little Hotelier",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Hotelogix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "WebRezPro",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Clock PMS+",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RoomKeyPMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Maestro PMS",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Visual Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResNexus",
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            },
            {
              "name": "eviivo",
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                "upper": 56.1
              }
            },
            {
              "name": "roommaster",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Yanolja Cloud Solution (eZee)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
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              "name": "Oracle OPERA Cloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Mews",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Cloudbeds",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RoomRaccoon",
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                "base": 3,
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              }
            },
            {
              "name": "Apaleo",
              "named": {
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                "lower": 0,
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            },
            {
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                "upper": 100
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            },
            {
              "name": "HotelTime Solutions",
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              }
            },
            {
              "name": "Planet protel",
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                "upper": 56.1
              }
            },
            {
              "name": "Aven Hospitality (SynXis)",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Amadeus Hospitality (iHotelier)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Guestline",
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              }
            },
            {
              "name": "RMS Cloud",
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                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "innRoad",
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ThinkReservations",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Little Hotelier",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Hotelogix",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "WebRezPro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Clock PMS+",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RoomKeyPMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Maestro PMS",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Visual Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResNexus",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "eviivo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "roommaster",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Yanolja Cloud Solution (eZee)",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
          "vendors": [
            {
              "name": "Oracle OPERA Cloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Mews",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Cloudbeds",
              "named": {
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                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RoomRaccoon",
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                "upper": 56.1
              }
            },
            {
              "name": "Apaleo",
              "named": {
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Stayntouch",
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                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HotelTime Solutions",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Planet protel",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Aven Hospitality (SynXis)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Amadeus Hospitality (iHotelier)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Guestline",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RMS Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "innRoad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ThinkReservations",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Little Hotelier",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hotelogix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "WebRezPro",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Clock PMS+",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RoomKeyPMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Maestro PMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Visual Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResNexus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "eviivo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "roommaster",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Yanolja Cloud Solution (eZee)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "Oracle OPERA Cloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Mews",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Cloudbeds",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RoomRaccoon",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Apaleo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Stayntouch",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HotelTime Solutions",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Planet protel",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Aven Hospitality (SynXis)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Amadeus Hospitality (iHotelier)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Guestline",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RMS Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "innRoad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ThinkReservations",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Little Hotelier",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hotelogix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "WebRezPro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Clock PMS+",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RoomKeyPMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Maestro PMS",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Visual Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResNexus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "eviivo",
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                "count": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "roommaster",
              "named": {
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                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Yanolja Cloud Solution (eZee)",
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                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q5",
      "text": "What are the best alternatives to Cloudbeds?",
      "type": "alternative",
      "category": "Hotel property management software",
      "category_id": "hotel-property-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
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          "name": "Cloudbeds",
          "search_aliases": [],
          "url": "/vendors/cloudbeds/hotel-property-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Little Hotelier",
          "search_aliases": [],
          "url": "/vendors/little-hotelier/hotel-property-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "RoomRaccoon",
          "search_aliases": [],
          "url": "/vendors/roomraccoon/hotel-property-management/",
          "named": {
            "count": 11,
            "base": 15,
            "rate": 73.3,
            "lower": 48,
            "upper": 89.1
          }
        },
        {
          "name": "eviivo",
          "search_aliases": [
            "eviivo Suite"
          ],
          "url": "/vendors/eviivo/hotel-property-management/",
          "named": {
            "count": 7,
            "base": 15,
            "rate": 46.7,
            "lower": 24.8,
            "upper": 69.9
          }
        },
        {
          "name": "Hotelogix",
          "search_aliases": [
            "Hotelogix PMS",
            "HMS Infosystems"
          ],
          "url": "/vendors/hotelogix/hotel-property-management/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "Mews",
          "search_aliases": [
            "Mews Hospitality Cloud",
            "Mews PMS"
          ],
          "url": "/vendors/mews/hotel-property-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "RMS Cloud",
          "search_aliases": [
            "RMS",
            "RMS Hospitality Cloud"
          ],
          "url": "/vendors/rms-cloud/hotel-property-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "Yanolja Cloud Solution (eZee)",
          "search_aliases": [
            "eZee",
            "eZee Technosys",
            "eZee Absolute",
            "Yanolja Cloud"
          ],
          "url": "/vendors/yanolja-cloud-solution-ezee/hotel-property-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "roommaster",
          "search_aliases": [
            "roomMaster",
            "InnQuest",
            "InnQuest Software"
          ],
          "url": "/vendors/roommaster/hotel-property-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "Stayntouch",
          "search_aliases": [
            "StayNTouch"
          ],
          "url": "/vendors/stayntouch/hotel-property-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "WebRezPro",
          "search_aliases": [
            "World Web Technologies"
          ],
          "url": "/vendors/webrezpro/hotel-property-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "Oracle OPERA Cloud",
          "search_aliases": [
            "OPERA PMS",
            "Opera Hotel PMS",
            "Oracle Hospitality"
          ],
          "url": "/vendors/oracle-opera-cloud/hotel-property-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "ResNexus",
          "search_aliases": [],
          "url": "/vendors/resnexus/hotel-property-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Maestro PMS",
          "search_aliases": [
            "Maestro",
            "Northwind Maestro"
          ],
          "url": "/vendors/maestro-pms/hotel-property-management/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "innRoad",
          "search_aliases": [],
          "url": "/vendors/innroad/hotel-property-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Amadeus Hospitality (iHotelier)",
          "search_aliases": [
            "Amadeus iHotelier",
            "TravelClick"
          ],
          "url": "/vendors/amadeus-hospitality-ihotelier/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Apaleo",
          "search_aliases": [],
          "url": "/vendors/apaleo/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Aven Hospitality (SynXis)",
          "search_aliases": [
            "SynXis",
            "Sabre Hospitality",
            "Sabre Hospitality Solutions",
            "Hospitality Solutions"
          ],
          "url": "/vendors/aven-hospitality-synxis/hotel-property-management/",
          "named": {
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              "name": "roommaster",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Yanolja Cloud Solution (eZee)",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "Oracle OPERA Cloud",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Mews",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Cloudbeds",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RoomRaccoon",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Apaleo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Stayntouch",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "HotelTime Solutions",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Planet protel",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Aven Hospitality (SynXis)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Amadeus Hospitality (iHotelier)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Guestline",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RMS Cloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "innRoad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ThinkReservations",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Little Hotelier",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Hotelogix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "WebRezPro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Clock PMS+",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RoomKeyPMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Maestro PMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Visual Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResNexus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "eviivo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "roommaster",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Yanolja Cloud Solution (eZee)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q6",
      "text": "What are the best alternatives to Maestro PMS?",
      "type": "alternative",
      "category": "Hotel property management software",
      "category_id": "hotel-property-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "Cloudbeds",
          "search_aliases": [],
          "url": "/vendors/cloudbeds/hotel-property-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Maestro PMS",
          "search_aliases": [
            "Maestro",
            "Northwind Maestro"
          ],
          "url": "/vendors/maestro-pms/hotel-property-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Stayntouch",
          "search_aliases": [
            "StayNTouch"
          ],
          "url": "/vendors/stayntouch/hotel-property-management/",
          "named": {
            "count": 14,
            "base": 15,
            "rate": 93.3,
            "lower": 70.2,
            "upper": 98.8
          }
        },
        {
          "name": "roommaster",
          "search_aliases": [
            "roomMaster",
            "InnQuest",
            "InnQuest Software"
          ],
          "url": "/vendors/roommaster/hotel-property-management/",
          "named": {
            "count": 9,
            "base": 15,
            "rate": 60,
            "lower": 35.7,
            "upper": 80.2
          }
        },
        {
          "name": "Oracle OPERA Cloud",
          "search_aliases": [
            "OPERA PMS",
            "Opera Hotel PMS",
            "Oracle Hospitality"
          ],
          "url": "/vendors/oracle-opera-cloud/hotel-property-management/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "Hotelogix",
          "search_aliases": [
            "Hotelogix PMS",
            "HMS Infosystems"
          ],
          "url": "/vendors/hotelogix/hotel-property-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "RMS Cloud",
          "search_aliases": [
            "RMS",
            "RMS Hospitality Cloud"
          ],
          "url": "/vendors/rms-cloud/hotel-property-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "WebRezPro",
          "search_aliases": [
            "World Web Technologies"
          ],
          "url": "/vendors/webrezpro/hotel-property-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "Mews",
          "search_aliases": [
            "Mews Hospitality Cloud",
            "Mews PMS"
          ],
          "url": "/vendors/mews/hotel-property-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "ThinkReservations",
          "search_aliases": [],
          "url": "/vendors/thinkreservations/hotel-property-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "HotelTime Solutions",
          "search_aliases": [
            "HotelTime"
          ],
          "url": "/vendors/hoteltime-solutions/hotel-property-management/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "innRoad",
          "search_aliases": [],
          "url": "/vendors/innroad/hotel-property-management/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "Aven Hospitality (SynXis)",
          "search_aliases": [
            "SynXis",
            "Sabre Hospitality",
            "Sabre Hospitality Solutions",
            "Hospitality Solutions"
          ],
          "url": "/vendors/aven-hospitality-synxis/hotel-property-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "eviivo",
          "search_aliases": [
            "eviivo Suite"
          ],
          "url": "/vendors/eviivo/hotel-property-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Little Hotelier",
          "search_aliases": [],
          "url": "/vendors/little-hotelier/hotel-property-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Amadeus Hospitality (iHotelier)",
          "search_aliases": [
            "Amadeus iHotelier",
            "TravelClick"
          ],
          "url": "/vendors/amadeus-hospitality-ihotelier/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Apaleo",
          "search_aliases": [],
          "url": "/vendors/apaleo/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Clock PMS+",
          "search_aliases": [
            "Clock PMS",
            "Clock Software"
          ],
          "url": "/vendors/clock-pms/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Guestline",
          "search_aliases": [
            "Guestline Rezlynx",
            "Rezlynx PMS"
          ],
          "url": "/vendors/guestline/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Planet protel",
          "search_aliases": [
            "protel",
            "protel hotelsoftware",
            "Planet PMS"
          ],
          "url": "/vendors/planet-protel/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "ResNexus",
          "search_aliases": [],
          "url": "/vendors/resnexus/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "RoomKeyPMS",
          "search_aliases": [
            "RoomKey PMS",
            "RSI International Systems"
          ],
          "url": "/vendors/roomkeypms/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "RoomRaccoon",
          "search_aliases": [],
          "url": "/vendors/roomraccoon/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Visual Matrix",
          "search_aliases": [
            "Visual Matrix PMS",
            "VM PMS"
          ],
          "url": "/vendors/visual-matrix/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Yanolja Cloud Solution (eZee)",
          "search_aliases": [
            "eZee",
            "eZee Technosys",
            "eZee Absolute",
            "Yanolja Cloud"
          ],
          "url": "/vendors/yanolja-cloud-solution-ezee/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "Oracle OPERA Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Mews",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Cloudbeds",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RoomRaccoon",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Apaleo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Stayntouch",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HotelTime Solutions",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Planet protel",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Aven Hospitality (SynXis)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Amadeus Hospitality (iHotelier)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Guestline",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RMS Cloud",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "innRoad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ThinkReservations",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Little Hotelier",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hotelogix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "WebRezPro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Clock PMS+",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RoomKeyPMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Maestro PMS",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Visual Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResNexus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "eviivo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "roommaster",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Yanolja Cloud Solution (eZee)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "Oracle OPERA Cloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Mews",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Cloudbeds",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RoomRaccoon",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Apaleo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Stayntouch",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "HotelTime Solutions",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Planet protel",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Aven Hospitality (SynXis)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Amadeus Hospitality (iHotelier)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Guestline",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RMS Cloud",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "innRoad",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "ThinkReservations",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Little Hotelier",
              "named": {
                "count": 1,
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            },
            {
              "name": "Hotelogix",
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            },
            {
              "name": "WebRezPro",
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            },
            {
              "name": "Clock PMS+",
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                "upper": 56.1
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            },
            {
              "name": "RoomKeyPMS",
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            },
            {
              "name": "Maestro PMS",
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            },
            {
              "name": "Visual Matrix",
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            },
            {
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            },
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              "name": "eviivo",
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            },
            {
              "name": "roommaster",
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            },
            {
              "name": "Yanolja Cloud Solution (eZee)",
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                "upper": 56.1
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            }
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        {
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            },
            {
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            },
            {
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            },
            {
              "name": "RoomRaccoon",
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            },
            {
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            },
            {
              "name": "HotelTime Solutions",
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            },
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            },
            {
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            },
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            },
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            },
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            },
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            },
            {
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            },
            {
              "name": "Little Hotelier",
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            },
            {
              "name": "Hotelogix",
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            },
            {
              "name": "WebRezPro",
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            },
            {
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            },
            {
              "name": "RoomKeyPMS",
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            },
            {
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            },
            {
              "name": "Visual Matrix",
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            },
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            },
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            },
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            },
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        {
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            },
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            },
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            },
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            },
            {
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            },
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            },
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            },
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            },
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            },
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            },
            {
              "name": "roommaster",
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            },
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              "name": "Yanolja Cloud Solution (eZee)",
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            },
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            },
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              "name": "HotelTime Solutions",
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            },
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            },
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            },
            {
              "name": "Amadeus Hospitality (iHotelier)",
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            },
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              "name": "Guestline",
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            },
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            },
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            },
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            },
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            },
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    {
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        },
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        },
        {
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          ],
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        },
        {
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        },
        {
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        },
        {
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          ],
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        },
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            "Clock Software"
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          }
        },
        {
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          ],
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          "named": {
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        },
        {
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            "Rezlynx PMS"
          ],
          "url": "/vendors/guestline/hotel-property-management/",
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          }
        },
        {
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            "HMS Infosystems"
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          "url": "/vendors/hotelogix/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
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          }
        },
        {
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          ],
          "url": "/vendors/hoteltime-solutions/hotel-property-management/",
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          }
        },
        {
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        },
        {
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        },
        {
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            "Northwind Maestro"
          ],
          "url": "/vendors/maestro-pms/hotel-property-management/",
          "named": {
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              "name": "Amadeus Hospitality (iHotelier)",
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                "upper": 56.1
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            },
            {
              "name": "Guestline",
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            },
            {
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            },
            {
              "name": "innRoad",
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            },
            {
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            },
            {
              "name": "Little Hotelier",
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            },
            {
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            },
            {
              "name": "WebRezPro",
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            },
            {
              "name": "Clock PMS+",
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              }
            },
            {
              "name": "RoomKeyPMS",
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                "upper": 100
              }
            },
            {
              "name": "Maestro PMS",
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                "base": 3,
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                "lower": 43.9,
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              }
            },
            {
              "name": "Visual Matrix",
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            },
            {
              "name": "ResNexus",
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            },
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            },
            {
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            },
            {
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            }
          ]
        },
        {
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            },
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            },
            {
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            },
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            },
            {
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              }
            },
            {
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                "upper": 56.1
              }
            },
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            },
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              }
            },
            {
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                "upper": 56.1
              }
            },
            {
              "name": "Hotelogix",
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              }
            },
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              }
            },
            {
              "name": "Clock PMS+",
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              }
            },
            {
              "name": "RoomKeyPMS",
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              }
            },
            {
              "name": "Maestro PMS",
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                "lower": 43.9,
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              }
            },
            {
              "name": "Visual Matrix",
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            },
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            },
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            },
            {
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            },
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        },
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            },
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            },
            {
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            },
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            },
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            },
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            },
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            },
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              "name": "Clock PMS+",
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            },
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            },
            {
              "name": "Maestro PMS",
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            },
            {
              "name": "Visual Matrix",
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                "upper": 56.1
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            },
            {
              "name": "ResNexus",
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            },
            {
              "name": "eviivo",
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              }
            },
            {
              "name": "roommaster",
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                "upper": 56.1
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            },
            {
              "name": "Yanolja Cloud Solution (eZee)",
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            },
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            },
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            },
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              "name": "Apaleo",
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            },
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            },
            {
              "name": "HotelTime Solutions",
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            },
            {
              "name": "Planet protel",
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            },
            {
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                "upper": 56.1
              }
            },
            {
              "name": "Amadeus Hospitality (iHotelier)",
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              }
            },
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              "name": "Guestline",
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            },
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              "name": "RMS Cloud",
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            },
            {
              "name": "innRoad",
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            },
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            },
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            },
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            },
            {
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            },
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            },
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            },
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            },
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            },
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          ]
        }
      ]
    },
    {
      "id": "q9",
      "text": "What should I look for in a hotel property management system?",
      "type": "buyer evaluation",
      "category": "Hotel property management software",
      "category_id": "hotel-property-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
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            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
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          }
        },
        {
          "name": "Amadeus Hospitality (iHotelier)",
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            "Amadeus iHotelier",
            "TravelClick"
          ],
          "url": "/vendors/amadeus-hospitality-ihotelier/hotel-property-management/",
          "named": {
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            "base": 15,
            "rate": 0,
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          }
        },
        {
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            "base": 15,
            "rate": 0,
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          }
        },
        {
          "name": "Aven Hospitality (SynXis)",
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            "SynXis",
            "Sabre Hospitality",
            "Sabre Hospitality Solutions",
            "Hospitality Solutions"
          ],
          "url": "/vendors/aven-hospitality-synxis/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
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          }
        },
        {
          "name": "Clock PMS+",
          "search_aliases": [
            "Clock PMS",
            "Clock Software"
          ],
          "url": "/vendors/clock-pms/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
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            "upper": 20.4
          }
        },
        {
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            "eviivo Suite"
          ],
          "url": "/vendors/eviivo/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Guestline",
          "search_aliases": [
            "Guestline Rezlynx",
            "Rezlynx PMS"
          ],
          "url": "/vendors/guestline/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Hotelogix",
          "search_aliases": [
            "Hotelogix PMS",
            "HMS Infosystems"
          ],
          "url": "/vendors/hotelogix/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "HotelTime Solutions",
          "search_aliases": [
            "HotelTime"
          ],
          "url": "/vendors/hoteltime-solutions/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "innRoad",
          "search_aliases": [],
          "url": "/vendors/innroad/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Little Hotelier",
          "search_aliases": [],
          "url": "/vendors/little-hotelier/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Maestro PMS",
          "search_aliases": [
            "Maestro",
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                "upper": 56.1
              }
            },
            {
              "name": "ThinkReservations",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Little Hotelier",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hotelogix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "WebRezPro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Clock PMS+",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RoomKeyPMS",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Maestro PMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Visual Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResNexus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "eviivo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "roommaster",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Yanolja Cloud Solution (eZee)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
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              "name": "Oracle OPERA Cloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Mews",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Cloudbeds",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "RoomRaccoon",
              "named": {
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              }
            },
            {
              "name": "Apaleo",
              "named": {
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              }
            },
            {
              "name": "Stayntouch",
              "named": {
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                "base": 3,
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "HotelTime Solutions",
              "named": {
                "count": 0,
                "base": 3,
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Planet protel",
              "named": {
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                "base": 3,
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                "upper": 56.1
              }
            },
            {
              "name": "Aven Hospitality (SynXis)",
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                "count": 0,
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Amadeus Hospitality (iHotelier)",
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                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Guestline",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
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              }
            },
            {
              "name": "RMS Cloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "innRoad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ThinkReservations",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Little Hotelier",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hotelogix",
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                "count": 0,
                "base": 3,
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                "upper": 56.1
              }
            },
            {
              "name": "WebRezPro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Clock PMS+",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RoomKeyPMS",
              "named": {
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                "base": 3,
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Maestro PMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Visual Matrix",
              "named": {
                "count": 0,
                "base": 3,
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              }
            },
            {
              "name": "ResNexus",
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              }
            },
            {
              "name": "eviivo",
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              }
            },
            {
              "name": "roommaster",
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              }
            },
            {
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                "lower": 0,
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            }
          ]
        }
      ]
    },
    {
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      "category": "Hotel property management software",
      "category_id": "hotel-property-management",
      "version": "2026-09.1",
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            "base": 14,
            "rate": 71.4,
            "lower": 45.4,
            "upper": 88.3
          }
        },
        {
          "name": "Stayntouch",
          "search_aliases": [
            "StayNTouch"
          ],
          "url": "/vendors/stayntouch/hotel-property-management/",
          "named": {
            "count": 10,
            "base": 14,
            "rate": 71.4,
            "lower": 45.4,
            "upper": 88.3
          }
        },
        {
          "name": "Oracle OPERA Cloud",
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            "Opera Hotel PMS",
            "Oracle Hospitality"
          ],
          "url": "/vendors/oracle-opera-cloud/hotel-property-management/",
          "named": {
            "count": 7,
            "base": 14,
            "rate": 50,
            "lower": 26.8,
            "upper": 73.2
          }
        },
        {
          "name": "Mews",
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            "Mews PMS"
          ],
          "url": "/vendors/mews/hotel-property-management/",
          "named": {
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            "base": 14,
            "rate": 28.6,
            "lower": 11.7,
            "upper": 54.6
          }
        },
        {
          "name": "Apaleo",
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          "url": "/vendors/apaleo/hotel-property-management/",
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            "count": 3,
            "base": 14,
            "rate": 21.4,
            "lower": 7.6,
            "upper": 47.6
          }
        },
        {
          "name": "Hotelogix",
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            "Hotelogix PMS",
            "HMS Infosystems"
          ],
          "url": "/vendors/hotelogix/hotel-property-management/",
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            "base": 14,
            "rate": 21.4,
            "lower": 7.6,
            "upper": 47.6
          }
        },
        {
          "name": "RMS Cloud",
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            "RMS",
            "RMS Hospitality Cloud"
          ],
          "url": "/vendors/rms-cloud/hotel-property-management/",
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            "base": 14,
            "rate": 21.4,
            "lower": 7.6,
            "upper": 47.6
          }
        },
        {
          "name": "WebRezPro",
          "search_aliases": [
            "World Web Technologies"
          ],
          "url": "/vendors/webrezpro/hotel-property-management/",
          "named": {
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            "base": 14,
            "rate": 21.4,
            "lower": 7.6,
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          }
        },
        {
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          "search_aliases": [
            "eviivo Suite"
          ],
          "url": "/vendors/eviivo/hotel-property-management/",
          "named": {
            "count": 1,
            "base": 14,
            "rate": 7.1,
            "lower": 1.3,
            "upper": 31.5
          }
        },
        {
          "name": "Maestro PMS",
          "search_aliases": [
            "Maestro",
            "Northwind Maestro"
          ],
          "url": "/vendors/maestro-pms/hotel-property-management/",
          "named": {
            "count": 1,
            "base": 14,
            "rate": 7.1,
            "lower": 1.3,
            "upper": 31.5
          }
        },
        {
          "name": "RoomRaccoon",
          "search_aliases": [],
          "url": "/vendors/roomraccoon/hotel-property-management/",
          "named": {
            "count": 1,
            "base": 14,
            "rate": 7.1,
            "lower": 1.3,
            "upper": 31.5
          }
        },
        {
          "name": "Amadeus Hospitality (iHotelier)",
          "search_aliases": [
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            "TravelClick"
          ],
          "url": "/vendors/amadeus-hospitality-ihotelier/hotel-property-management/",
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            "base": 14,
            "rate": 0,
            "lower": 0,
            "upper": 21.5
          }
        },
        {
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            "Sabre Hospitality",
            "Sabre Hospitality Solutions",
            "Hospitality Solutions"
          ],
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          "named": {
            "count": 0,
            "base": 14,
            "rate": 0,
            "lower": 0,
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          }
        },
        {
          "name": "Clock PMS+",
          "search_aliases": [
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            "Clock Software"
          ],
          "url": "/vendors/clock-pms/hotel-property-management/",
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            "count": 0,
            "base": 14,
            "rate": 0,
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          }
        },
        {
          "name": "Guestline",
          "search_aliases": [
            "Guestline Rezlynx",
            "Rezlynx PMS"
          ],
          "url": "/vendors/guestline/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 14,
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          }
        },
        {
          "name": "HotelTime Solutions",
          "search_aliases": [
            "HotelTime"
          ],
          "url": "/vendors/hoteltime-solutions/hotel-property-management/",
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          }
        },
        {
          "name": "innRoad",
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          "named": {
            "count": 0,
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          }
        },
        {
          "name": "Little Hotelier",
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          "named": {
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        },
        {
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          "search_aliases": [
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            "protel hotelsoftware",
            "Planet PMS"
          ],
          "url": "/vendors/planet-protel/hotel-property-management/",
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          }
        },
        {
          "name": "ResNexus",
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          "named": {
            "count": 0,
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          }
        },
        {
          "name": "RoomKeyPMS",
          "search_aliases": [
            "RoomKey PMS",
            "RSI International Systems"
          ],
          "url": "/vendors/roomkeypms/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 14,
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            "upper": 21.5
          }
        },
        {
          "name": "roommaster",
          "search_aliases": [
            "roomMaster",
            "InnQuest",
            "InnQuest Software"
          ],
          "url": "/vendors/roommaster/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 14,
            "rate": 0,
            "lower": 0,
            "upper": 21.5
          }
        },
        {
          "name": "ThinkReservations",
          "search_aliases": [],
          "url": "/vendors/thinkreservations/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 14,
            "rate": 0,
            "lower": 0,
            "upper": 21.5
          }
        },
        {
          "name": "Visual Matrix",
          "search_aliases": [
            "Visual Matrix PMS",
            "VM PMS"
          ],
          "url": "/vendors/visual-matrix/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 14,
            "rate": 0,
            "lower": 0,
            "upper": 21.5
          }
        },
        {
          "name": "Yanolja Cloud Solution (eZee)",
          "search_aliases": [
            "eZee",
            "eZee Technosys",
            "eZee Absolute",
            "Yanolja Cloud"
          ],
          "url": "/vendors/yanolja-cloud-solution-ezee/hotel-property-management/",
          "named": {
            "count": 0,
            "base": 14,
            "rate": 0,
            "lower": 0,
            "upper": 21.5
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
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              "name": "Oracle OPERA Cloud",
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                "base": 3,
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            },
            {
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                "base": 3,
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            },
            {
              "name": "Cloudbeds",
              "named": {
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            },
            {
              "name": "RoomRaccoon",
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              }
            },
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              }
            },
            {
              "name": "Stayntouch",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
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            },
            {
              "name": "HotelTime Solutions",
              "named": {
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                "base": 3,
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            },
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                "upper": 56.1
              }
            },
            {
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                "count": 0,
                "base": 3,
                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "Guestline",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "RMS Cloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "innRoad",
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                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ThinkReservations",
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                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Little Hotelier",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hotelogix",
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                "base": 3,
                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "WebRezPro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Clock PMS+",
              "named": {
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                "base": 3,
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                "upper": 56.1
              }
            },
            {
              "name": "RoomKeyPMS",
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                "base": 3,
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                "upper": 56.1
              }
            },
            {
              "name": "Maestro PMS",
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Visual Matrix",
              "named": {
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            },
            {
              "name": "ResNexus",
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            },
            {
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              }
            },
            {
              "name": "roommaster",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
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            },
            {
              "name": "Yanolja Cloud Solution (eZee)",
              "named": {
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                "upper": 56.1
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            }
          ]
        },
        {
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              "name": "Oracle OPERA Cloud",
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                "upper": 79.2
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            },
            {
              "name": "Mews",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
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            },
            {
              "name": "Cloudbeds",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RoomRaccoon",
              "named": {
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                "upper": 56.1
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            },
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              "name": "InsuredMine",
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            },
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              "name": "Agency Systems (Newton)",
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        },
        {
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            "GloveBoxCRM"
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            {
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              }
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            },
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    {
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      "category_id": "legal-practice-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
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            "lower": 79.6,
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        {
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            "Clio Grow"
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          "named": {
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            "base": 15,
            "rate": 100,
            "lower": 79.6,
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          }
        },
        {
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          "url": "/vendors/practicepanther/legal-practice-management/",
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            "rate": 100,
            "lower": 79.6,
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        },
        {
          "name": "Smokeball",
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          "url": "/vendors/smokeball/legal-practice-management/",
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            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Filevine",
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            "LOIS (AI system, not a company rename)"
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          "url": "/vendors/filevine/legal-practice-management/",
          "named": {
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            "base": 15,
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            "lower": 54.8,
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          }
        },
        {
          "name": "CosmoLex",
          "search_aliases": [
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          "url": "/vendors/cosmolex/legal-practice-management/",
          "named": {
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            "base": 15,
            "rate": 66.7,
            "lower": 41.7,
            "upper": 84.8
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        },
        {
          "name": "Actionstep",
          "search_aliases": [
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          ],
          "url": "/vendors/actionstep/legal-practice-management/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "CARET Legal",
          "search_aliases": [
            "Zola Suite",
            "CARET"
          ],
          "url": "/vendors/caret-legal/legal-practice-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "Assembly Neos",
          "search_aliases": [
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            "Needles",
            "TrialWorks"
          ],
          "url": "/vendors/assembly-neos/legal-practice-management/",
          "named": {
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                "lower": 0,
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            },
            {
              "name": "LendingPad",
              "named": {
                "count": 0,
                "base": 3,
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Floify",
              "named": {
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            },
            {
              "name": "Temenos",
              "named": {
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              }
            },
            {
              "name": "Finastra",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
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            },
            {
              "name": "Jack Henry",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
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            },
            {
              "name": "FICS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
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              }
            },
            {
              "name": "Abrigo",
              "named": {
                "count": 1,
                "base": 3,
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                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Baker Hill",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "TurnKey Lender",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Sync1 Systems",
              "named": {
                "count": 0,
                "base": 3,
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              }
            },
            {
              "name": "Origence",
              "named": {
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                "base": 3,
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              }
            },
            {
              "name": "defi SOLUTIONS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Nortridge",
              "named": {
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                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "LoanPro",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Vergent LMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "The Mortgage Office",
              "named": {
                "count": 0,
                "base": 3,
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              }
            },
            {
              "name": "LendingWise",
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            },
            {
              "name": "MortgageFlex",
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            },
            {
              "name": "Mortgage Cadence",
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              }
            }
          ]
        }
      ]
    },
    {
      "id": "q3",
      "text": "What is the best mortgage LOS for a small broker shop?",
      "type": "best option",
      "category": "Loan origination and lending software",
      "category_id": "loan-origination-software",
      "version": "2026-09.1",
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            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
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            "Path",
            "Zenly"
          ],
          "url": "/vendors/calyx/loan-origination-software/",
          "named": {
            "count": 13,
            "base": 15,
            "rate": 86.7,
            "lower": 62.1,
            "upper": 96.3
          }
        },
        {
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            "Ellie Mae"
          ],
          "url": "/vendors/ice-mortgage-technology/loan-origination-software/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "Abrigo",
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            "Banker's Toolbox",
            "Abrigo Lending"
          ],
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          "named": {
            "count": 0,
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          }
        },
        {
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            "Baker Hill NextGen"
          ],
          "url": "/vendors/baker-hill/loan-origination-software/",
          "named": {
            "count": 0,
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            "rate": 0,
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            "upper": 20.4
          }
        },
        {
          "name": "Blend",
          "search_aliases": [
            "Blend Mortgage",
            "Blend Consumer"
          ],
          "url": "/vendors/blend/loan-origination-software/",
          "named": {
            "count": 0,
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            "rate": 0,
            "lower": 0,
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          }
        },
        {
          "name": "Byte Software",
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            "BytePro",
            "ByteLOS"
          ],
          "url": "/vendors/byte-software/loan-origination-software/",
          "named": {
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        },
        {
          "name": "defi SOLUTIONS",
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            "defi LOS"
          ],
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          }
        },
        {
          "name": "FICS",
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            "Loan Producer",
            "Financial Industry Computer Systems"
          ],
          "url": "/vendors/fics/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
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          }
        },
        {
          "name": "Finastra",
          "search_aliases": [
            "LaserPro",
            "MortgagebotLOS",
            "Fusion Originate"
          ],
          "url": "/vendors/finastra/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
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          "url": "/vendors/floify/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
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          }
        },
        {
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          "search_aliases": [
            "Symitar",
            "Jack Henry Lending"
          ],
          "url": "/vendors/jack-henry/loan-origination-software/",
          "named": {
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            "base": 15,
            "rate": 0,
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          }
        },
        {
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        },
        {
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          }
        },
        {
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            "MeridianLink Mortgage",
            "LoansPQ",
            "LendingQB",
            "OpenClose",
            "DecisionLender"
          ],
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          "named": {
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        },
        {
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            "Accenture Mortgage Cadence"
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          "named": {
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          }
        },
        {
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        },
        {
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        },
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            "arc OS"
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        },
        {
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            "Temenos Infinity"
          ],
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          }
        },
        {
          "name": "The Mortgage Office",
          "search_aliases": [
            "Applied Business Software"
          ],
          "url": "/vendors/the-mortgage-office/loan-origination-software/",
          "named": {
            "count": 0,
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            "rate": 0,
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        },
        {
          "name": "TurnKey Lender",
          "search_aliases": [],
          "url": "/vendors/turnkey-lender/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
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        },
        {
          "name": "Vergent LMS",
          "search_aliases": [
            "Vergent"
          ],
          "url": "/vendors/vergent-lms/loan-origination-software/",
          "named": {
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        }
      ],
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            },
            {
              "name": "ICE Mortgage Technology",
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            },
            {
              "name": "LendingPad",
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            {
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            {
              "name": "Baker Hill",
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            },
            {
              "name": "TurnKey Lender",
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                "count": 0,
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            },
            {
              "name": "Sync1 Systems",
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            },
            {
              "name": "Origence",
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            },
            {
              "name": "defi SOLUTIONS",
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            },
            {
              "name": "Nortridge",
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            },
            {
              "name": "LoanPro",
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            },
            {
              "name": "Vergent LMS",
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            },
            {
              "name": "The Mortgage Office",
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            },
            {
              "name": "LendingWise",
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            },
            {
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            },
            {
              "name": "Mortgage Cadence",
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            }
          ]
        },
        {
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            },
            {
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            },
            {
              "name": "Blend",
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            },
            {
              "name": "Byte Software",
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            },
            {
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            },
            {
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            },
            {
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            },
            {
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              }
            },
            {
              "name": "TurnKey Lender",
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                "upper": 56.1
              }
            },
            {
              "name": "Sync1 Systems",
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            },
            {
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            },
            {
              "name": "defi SOLUTIONS",
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            },
            {
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              }
            },
            {
              "name": "LoanPro",
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            },
            {
              "name": "Vergent LMS",
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            },
            {
              "name": "The Mortgage Office",
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            },
            {
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            {
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            {
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            },
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            },
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            },
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            },
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            },
            {
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            },
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                "upper": 56.1
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            },
            {
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            },
            {
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                "upper": 56.1
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            },
            {
              "name": "The Mortgage Office",
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            },
            {
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            },
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            },
            {
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      ]
    },
    {
      "id": "q4",
      "text": "What are the best alternatives to Encompass?",
      "type": "alternative",
      "category": "Loan origination and lending software",
      "category_id": "loan-origination-software",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
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          "name": "ICE Mortgage Technology",
          "search_aliases": [
            "Encompass",
            "Ellie Mae"
          ],
          "url": "/vendors/ice-mortgage-technology/loan-origination-software/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Calyx",
          "search_aliases": [
            "Calyx Point",
            "Path",
            "Zenly"
          ],
          "url": "/vendors/calyx/loan-origination-software/",
          "named": {
            "count": 12,
            "base": 15,
            "rate": 80,
            "lower": 54.8,
            "upper": 93
          }
        },
        {
          "name": "LendingPad",
          "search_aliases": [],
          "url": "/vendors/lendingpad/loan-origination-software/",
          "named": {
            "count": 12,
            "base": 15,
            "rate": 80,
            "lower": 54.8,
            "upper": 93
          }
        },
        {
          "name": "Mortgage Cadence",
          "search_aliases": [
            "Mortgage Cadence Platform",
            "MCP",
            "Accenture Mortgage Cadence"
          ],
          "url": "/vendors/mortgage-cadence/loan-origination-software/",
          "named": {
            "count": 10,
            "base": 15,
            "rate": 66.7,
            "lower": 41.7,
            "upper": 84.8
          }
        },
        {
          "name": "LendingWise",
          "search_aliases": [],
          "url": "/vendors/lendingwise/loan-origination-software/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "MeridianLink",
          "search_aliases": [
            "MeridianLink Consumer",
            "MeridianLink Mortgage",
            "LoansPQ",
            "LendingQB",
            "OpenClose",
            "DecisionLender"
          ],
          "url": "/vendors/meridianlink/loan-origination-software/",
          "named": {
            "count": 7,
            "base": 15,
            "rate": 46.7,
            "lower": 24.8,
            "upper": 69.9
          }
        },
        {
          "name": "nCino",
          "search_aliases": [
            "nCino Bank Operating System",
            "nCino Mortgage Suite",
            "SimpleNexus"
          ],
          "url": "/vendors/ncino/loan-origination-software/",
          "named": {
            "count": 7,
            "base": 15,
            "rate": 46.7,
            "lower": 24.8,
            "upper": 69.9
          }
        },
        {
          "name": "Byte Software",
          "search_aliases": [
            "BytePro",
            "ByteLOS"
          ],
          "url": "/vendors/byte-software/loan-origination-software/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "The Mortgage Office",
          "search_aliases": [
            "Applied Business Software"
          ],
          "url": "/vendors/the-mortgage-office/loan-origination-software/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "TurnKey Lender",
          "search_aliases": [],
          "url": "/vendors/turnkey-lender/loan-origination-software/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Floify",
          "search_aliases": [],
          "url": "/vendors/floify/loan-origination-software/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "Finastra",
          "search_aliases": [
            "LaserPro",
            "MortgagebotLOS",
            "Fusion Originate"
          ],
          "url": "/vendors/finastra/loan-origination-software/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "LoanPro",
          "search_aliases": [],
          "url": "/vendors/loanpro/loan-origination-software/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
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          }
        },
        {
          "name": "Abrigo",
          "search_aliases": [
            "Sageworks",
            "Banker's Toolbox",
            "Abrigo Lending"
          ],
          "url": "/vendors/abrigo/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
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        },
        {
          "name": "Baker Hill",
          "search_aliases": [
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          ],
          "url": "/vendors/baker-hill/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Blend",
          "search_aliases": [
            "Blend Mortgage",
            "Blend Consumer"
          ],
          "url": "/vendors/blend/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "defi SOLUTIONS",
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          ],
          "url": "/vendors/defi-solutions/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
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            "upper": 20.4
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        },
        {
          "name": "FICS",
          "search_aliases": [
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            "Financial Industry Computer Systems"
          ],
          "url": "/vendors/fics/loan-origination-software/",
          "named": {
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        },
        {
          "name": "Jack Henry",
          "search_aliases": [
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            "Jack Henry Lending"
          ],
          "url": "/vendors/jack-henry/loan-origination-software/",
          "named": {
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        },
        {
          "name": "MortgageFlex",
          "search_aliases": [
            "LoanQuest"
          ],
          "url": "/vendors/mortgageflex/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Nortridge",
          "search_aliases": [
            "Nortridge Loan System"
          ],
          "url": "/vendors/nortridge/loan-origination-software/",
          "named": {
            "count": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "Calyx",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "LendingPad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Floify",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "Temenos",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Finastra",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Jack Henry",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "FICS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Abrigo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Baker Hill",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "TurnKey Lender",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Sync1 Systems",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Origence",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "defi SOLUTIONS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Nortridge",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "LoanPro",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vergent LMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "The Mortgage Office",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "LendingWise",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "MortgageFlex",
              "named": {
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                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Mortgage Cadence",
              "named": {
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                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q5",
      "text": "What are the best alternatives to MeridianLink?",
      "type": "alternative",
      "category": "Loan origination and lending software",
      "category_id": "loan-origination-software",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "MeridianLink",
          "search_aliases": [
            "MeridianLink Consumer",
            "MeridianLink Mortgage",
            "LoansPQ",
            "LendingQB",
            "OpenClose",
            "DecisionLender"
          ],
          "url": "/vendors/meridianlink/loan-origination-software/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "nCino",
          "search_aliases": [
            "nCino Bank Operating System",
            "nCino Mortgage Suite",
            "SimpleNexus"
          ],
          "url": "/vendors/ncino/loan-origination-software/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "ICE Mortgage Technology",
          "search_aliases": [
            "Encompass",
            "Ellie Mae"
          ],
          "url": "/vendors/ice-mortgage-technology/loan-origination-software/",
          "named": {
            "count": 12,
            "base": 15,
            "rate": 80,
            "lower": 54.8,
            "upper": 93
          }
        },
        {
          "name": "Abrigo",
          "search_aliases": [
            "Sageworks",
            "Banker's Toolbox",
            "Abrigo Lending"
          ],
          "url": "/vendors/abrigo/loan-origination-software/",
          "named": {
            "count": 10,
            "base": 15,
            "rate": 66.7,
            "lower": 41.7,
            "upper": 84.8
          }
        },
        {
          "name": "LendingPad",
          "search_aliases": [],
          "url": "/vendors/lendingpad/loan-origination-software/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "Baker Hill",
          "search_aliases": [
            "Baker Hill NextGen"
          ],
          "url": "/vendors/baker-hill/loan-origination-software/",
          "named": {
            "count": 7,
            "base": 15,
            "rate": 46.7,
            "lower": 24.8,
            "upper": 69.9
          }
        },
        {
          "name": "Blend",
          "search_aliases": [
            "Blend Mortgage",
            "Blend Consumer"
          ],
          "url": "/vendors/blend/loan-origination-software/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "LoanPro",
          "search_aliases": [],
          "url": "/vendors/loanpro/loan-origination-software/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "Finastra",
          "search_aliases": [
            "LaserPro",
            "MortgagebotLOS",
            "Fusion Originate"
          ],
          "url": "/vendors/finastra/loan-origination-software/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "Origence",
          "search_aliases": [
            "CU Direct",
            "arc OS"
          ],
          "url": "/vendors/origence/loan-origination-software/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "Temenos",
          "search_aliases": [
            "Temenos Loan Origination",
            "Temenos Infinity"
          ],
          "url": "/vendors/temenos/loan-origination-software/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "TurnKey Lender",
          "search_aliases": [],
          "url": "/vendors/turnkey-lender/loan-origination-software/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Calyx",
          "search_aliases": [
            "Calyx Point",
            "Path",
            "Zenly"
          ],
          "url": "/vendors/calyx/loan-origination-software/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "Byte Software",
          "search_aliases": [
            "BytePro",
            "ByteLOS"
          ],
          "url": "/vendors/byte-software/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "defi SOLUTIONS",
          "search_aliases": [
            "defi LOS"
          ],
          "url": "/vendors/defi-solutions/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "FICS",
          "search_aliases": [
            "Loan Producer",
            "Financial Industry Computer Systems"
          ],
          "url": "/vendors/fics/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Floify",
          "search_aliases": [],
          "url": "/vendors/floify/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
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          }
        },
        {
          "name": "Jack Henry",
          "search_aliases": [
            "Symitar",
            "Jack Henry Lending"
          ],
          "url": "/vendors/jack-henry/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
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          }
        },
        {
          "name": "LendingWise",
          "search_aliases": [],
          "url": "/vendors/lendingwise/loan-origination-software/",
          "named": {
            "count": 0,
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            "rate": 0,
            "lower": 0,
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          }
        },
        {
          "name": "Mortgage Cadence",
          "search_aliases": [
            "Mortgage Cadence Platform",
            "MCP",
            "Accenture Mortgage Cadence"
          ],
          "url": "/vendors/mortgage-cadence/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "MortgageFlex",
          "search_aliases": [
            "LoanQuest"
          ],
          "url": "/vendors/mortgageflex/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Nortridge",
          "search_aliases": [
            "Nortridge Loan System"
          ],
          "url": "/vendors/nortridge/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Sync1 Systems",
          "search_aliases": [],
          "url": "/vendors/sync1-systems/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "The Mortgage Office",
          "search_aliases": [
            "Applied Business Software"
          ],
          "url": "/vendors/the-mortgage-office/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Vergent LMS",
          "search_aliases": [
            "Vergent"
          ],
          "url": "/vendors/vergent-lms/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
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              "name": "nCino",
              "named": {
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                "base": 3,
                "rate": 100,
                "lower": 43.9,
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              }
            },
            {
              "name": "MeridianLink",
              "named": {
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                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ICE Mortgage Technology",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
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              }
            },
            {
              "name": "Blend",
              "named": {
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                "lower": 43.9,
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              }
            },
            {
              "name": "Byte Software",
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              }
            },
            {
              "name": "Calyx",
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                "upper": 56.1
              }
            },
            {
              "name": "LendingPad",
              "named": {
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              }
            },
            {
              "name": "Floify",
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            {
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            },
            {
              "name": "Finastra",
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              }
            },
            {
              "name": "Jack Henry",
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            {
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            {
              "name": "Abrigo",
              "named": {
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                "lower": 20.8,
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              }
            },
            {
              "name": "Baker Hill",
              "named": {
                "count": 0,
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            },
            {
              "name": "TurnKey Lender",
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              }
            },
            {
              "name": "Sync1 Systems",
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            },
            {
              "name": "Origence",
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            },
            {
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            },
            {
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            },
            {
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            },
            {
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            },
            {
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            },
            {
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            },
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            }
          ]
        },
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            },
            {
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            },
            {
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            },
            {
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            },
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            },
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            {
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            },
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              "name": "Baker Hill",
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                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "TurnKey Lender",
              "named": {
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                "lower": 43.9,
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              }
            },
            {
              "name": "Sync1 Systems",
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            },
            {
              "name": "Origence",
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            },
            {
              "name": "defi SOLUTIONS",
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            },
            {
              "name": "Nortridge",
              "named": {
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "LoanPro",
              "named": {
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            },
            {
              "name": "Vergent LMS",
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                "base": 3,
                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "The Mortgage Office",
              "named": {
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              }
            },
            {
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            },
            {
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            },
            {
              "name": "TurnKey Lender",
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            },
            {
              "name": "Sync1 Systems",
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            },
            {
              "name": "Origence",
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                "lower": 6.1,
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            },
            {
              "name": "defi SOLUTIONS",
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            },
            {
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            },
            {
              "name": "LoanPro",
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            },
            {
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            },
            {
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            },
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            },
            {
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            },
            {
              "name": "Mortgage Cadence",
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                "upper": 56.1
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            }
          ]
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        {
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            },
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                "lower": 6.1,
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            },
            {
              "name": "Vergent LMS",
              "named": {
                "count": 0,
                "base": 3,
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            },
            {
              "name": "The Mortgage Office",
              "named": {
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              }
            },
            {
              "name": "LendingWise",
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            },
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            },
            {
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            }
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        {
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            },
            {
              "name": "ICE Mortgage Technology",
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            },
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    {
      "id": "q6",
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      "type": "alternative",
      "category": "Loan origination and lending software",
      "category_id": "loan-origination-software",
      "version": "2026-09.1",
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            "Banker's Toolbox",
            "Abrigo Lending"
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          "url": "/vendors/abrigo/loan-origination-software/",
          "named": {
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            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Baker Hill",
          "search_aliases": [
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          ],
          "url": "/vendors/baker-hill/loan-origination-software/",
          "named": {
            "count": 15,
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            "rate": 100,
            "lower": 79.6,
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          }
        },
        {
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            "nCino Mortgage Suite",
            "SimpleNexus"
          ],
          "url": "/vendors/ncino/loan-origination-software/",
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            "rate": 100,
            "lower": 79.6,
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        },
        {
          "name": "MeridianLink",
          "search_aliases": [
            "MeridianLink Consumer",
            "MeridianLink Mortgage",
            "LoansPQ",
            "LendingQB",
            "OpenClose",
            "DecisionLender"
          ],
          "url": "/vendors/meridianlink/loan-origination-software/",
          "named": {
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            "base": 15,
            "rate": 73.3,
            "lower": 48,
            "upper": 89.1
          }
        },
        {
          "name": "Jack Henry",
          "search_aliases": [
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            "Jack Henry Lending"
          ],
          "url": "/vendors/jack-henry/loan-origination-software/",
          "named": {
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            "base": 15,
            "rate": 46.7,
            "lower": 24.8,
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          }
        },
        {
          "name": "Finastra",
          "search_aliases": [
            "LaserPro",
            "MortgagebotLOS",
            "Fusion Originate"
          ],
          "url": "/vendors/finastra/loan-origination-software/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "Temenos",
          "search_aliases": [
            "Temenos Loan Origination",
            "Temenos Infinity"
          ],
          "url": "/vendors/temenos/loan-origination-software/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "Blend",
          "search_aliases": [
            "Blend Mortgage",
            "Blend Consumer"
          ],
          "url": "/vendors/blend/loan-origination-software/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "ICE Mortgage Technology",
          "search_aliases": [
            "Encompass",
            "Ellie Mae"
          ],
          "url": "/vendors/ice-mortgage-technology/loan-origination-software/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "TurnKey Lender",
          "search_aliases": [],
          "url": "/vendors/turnkey-lender/loan-origination-software/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Byte Software",
          "search_aliases": [
            "BytePro",
            "ByteLOS"
          ],
          "url": "/vendors/byte-software/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Calyx",
          "search_aliases": [
            "Calyx Point",
            "Path",
            "Zenly"
          ],
          "url": "/vendors/calyx/loan-origination-software/",
          "named": {
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        },
        {
          "name": "defi SOLUTIONS",
          "search_aliases": [
            "defi LOS"
          ],
          "url": "/vendors/defi-solutions/loan-origination-software/",
          "named": {
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            "rate": 0,
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          }
        },
        {
          "name": "FICS",
          "search_aliases": [
            "Loan Producer",
            "Financial Industry Computer Systems"
          ],
          "url": "/vendors/fics/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
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          }
        },
        {
          "name": "Floify",
          "search_aliases": [],
          "url": "/vendors/floify/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
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        },
        {
          "name": "LendingPad",
          "search_aliases": [],
          "url": "/vendors/lendingpad/loan-origination-software/",
          "named": {
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            "base": 15,
            "rate": 0,
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          }
        },
        {
          "name": "LendingWise",
          "search_aliases": [],
          "url": "/vendors/lendingwise/loan-origination-software/",
          "named": {
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        },
        {
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          "named": {
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        },
        {
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            "Accenture Mortgage Cadence"
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          "url": "/vendors/mortgage-cadence/loan-origination-software/",
          "named": {
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        },
        {
          "name": "MortgageFlex",
          "search_aliases": [
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          ],
          "url": "/vendors/mortgageflex/loan-origination-software/",
          "named": {
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            "base": 15,
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                "count": 2,
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                "upper": 93.9
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            },
            {
              "name": "Byte Software",
              "named": {
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                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "Calyx",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "LendingPad",
              "named": {
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                "upper": 56.1
              }
            },
            {
              "name": "Floify",
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              }
            },
            {
              "name": "Temenos",
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                "upper": 56.1
              }
            },
            {
              "name": "Finastra",
              "named": {
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                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Jack Henry",
              "named": {
                "count": 0,
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                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "FICS",
              "named": {
                "count": 0,
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              }
            },
            {
              "name": "Abrigo",
              "named": {
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                "base": 3,
                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "Baker Hill",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "TurnKey Lender",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Sync1 Systems",
              "named": {
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                "upper": 56.1
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            },
            {
              "name": "Origence",
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            },
            {
              "name": "defi SOLUTIONS",
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              }
            },
            {
              "name": "Nortridge",
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                "upper": 56.1
              }
            },
            {
              "name": "LoanPro",
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                "upper": 56.1
              }
            },
            {
              "name": "Vergent LMS",
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                "base": 3,
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              }
            },
            {
              "name": "The Mortgage Office",
              "named": {
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              }
            },
            {
              "name": "LendingWise",
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              }
            },
            {
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            },
            {
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                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q9",
      "text": "What should I look for when choosing a loan origination system?",
      "type": "buyer evaluation",
      "category": "Loan origination and lending software",
      "category_id": "loan-origination-software",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
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            "LendingQB",
            "OpenClose",
            "DecisionLender"
          ],
          "url": "/vendors/meridianlink/loan-origination-software/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
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            "rate": 20,
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            "upper": 45.2
          }
        },
        {
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            "Blend Consumer"
          ],
          "url": "/vendors/blend/loan-origination-software/",
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            "lower": 1.2,
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          }
        },
        {
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            "Path",
            "Zenly"
          ],
          "url": "/vendors/calyx/loan-origination-software/",
          "named": {
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            "lower": 1.2,
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          }
        },
        {
          "name": "ICE Mortgage Technology",
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            "Ellie Mae"
          ],
          "url": "/vendors/ice-mortgage-technology/loan-origination-software/",
          "named": {
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            "rate": 6.7,
            "lower": 1.2,
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          }
        },
        {
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          }
        },
        {
          "name": "TurnKey Lender",
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          "named": {
            "count": 1,
            "base": 15,
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          }
        },
        {
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            "Abrigo Lending"
          ],
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          }
        },
        {
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          ],
          "url": "/vendors/baker-hill/loan-origination-software/",
          "named": {
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            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Byte Software",
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            "ByteLOS"
          ],
          "url": "/vendors/byte-software/loan-origination-software/",
          "named": {
            "count": 0,
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            "rate": 0,
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          }
        },
        {
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          "url": "/vendors/defi-solutions/loan-origination-software/",
          "named": {
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          }
        },
        {
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            "Loan Producer",
            "Financial Industry Computer Systems"
          ],
          "url": "/vendors/fics/loan-origination-software/",
          "named": {
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          }
        },
        {
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            "MortgagebotLOS",
            "Fusion Originate"
          ],
          "url": "/vendors/finastra/loan-origination-software/",
          "named": {
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          }
        },
        {
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          "named": {
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          }
        },
        {
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          "url": "/vendors/jack-henry/loan-origination-software/",
          "named": {
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          }
        },
        {
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          "named": {
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          }
        },
        {
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          "named": {
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          }
        },
        {
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            "Accenture Mortgage Cadence"
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        },
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        },
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          }
        },
        {
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          "search_aliases": [
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            "arc OS"
          ],
          "url": "/vendors/origence/loan-origination-software/",
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          }
        },
        {
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          }
        },
        {
          "name": "Temenos",
          "search_aliases": [
            "Temenos Loan Origination",
            "Temenos Infinity"
          ],
          "url": "/vendors/temenos/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
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          }
        },
        {
          "name": "The Mortgage Office",
          "search_aliases": [
            "Applied Business Software"
          ],
          "url": "/vendors/the-mortgage-office/loan-origination-software/",
          "named": {
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          }
        },
        {
          "name": "Vergent LMS",
          "search_aliases": [
            "Vergent"
          ],
          "url": "/vendors/vergent-lms/loan-origination-software/",
          "named": {
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            "base": 15,
            "rate": 0,
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          }
        }
      ],
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        {
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              }
            },
            {
              "name": "ICE Mortgage Technology",
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            },
            {
              "name": "TurnKey Lender",
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            },
            {
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            },
            {
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            },
            {
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            },
            {
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            },
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            },
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          ]
        },
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            },
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            {
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              }
            },
            {
              "name": "TurnKey Lender",
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              }
            },
            {
              "name": "Sync1 Systems",
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            },
            {
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            },
            {
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              }
            },
            {
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              }
            },
            {
              "name": "LoanPro",
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              }
            },
            {
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              }
            },
            {
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            },
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            },
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    },
    {
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            "base": 15,
            "rate": 60,
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            "rate": 40,
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        },
        {
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        },
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        },
        {
          "name": "Finastra",
          "search_aliases": [
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            "MortgagebotLOS",
            "Fusion Originate"
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          "url": "/vendors/finastra/loan-origination-software/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
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        },
        {
          "name": "Nortridge",
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            "rate": 20,
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        },
        {
          "name": "Abrigo",
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            "Abrigo Lending"
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          "url": "/vendors/abrigo/loan-origination-software/",
          "named": {
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            "rate": 6.7,
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        },
        {
          "name": "Baker Hill",
          "search_aliases": [
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          ],
          "url": "/vendors/baker-hill/loan-origination-software/",
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            "lower": 1.2,
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        },
        {
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          "search_aliases": [
            "Vergent"
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          "url": "/vendors/vergent-lms/loan-origination-software/",
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            "rate": 6.7,
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        },
        {
          "name": "Blend",
          "search_aliases": [
            "Blend Mortgage",
            "Blend Consumer"
          ],
          "url": "/vendors/blend/loan-origination-software/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Byte Software",
          "search_aliases": [
            "BytePro",
            "ByteLOS"
          ],
          "url": "/vendors/byte-software/loan-origination-software/",
          "named": {
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        },
        {
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          "search_aliases": [
            "Calyx Point",
            "Path",
            "Zenly"
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          "url": "/vendors/calyx/loan-origination-software/",
          "named": {
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        },
        {
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        },
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          "search_aliases": [
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            "Financial Industry Computer Systems"
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        {
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        },
        {
          "name": "ICE Mortgage Technology",
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        },
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            "Jack Henry Lending"
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        },
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          "url": "/vendors/meridianlink/loan-origination-software/",
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        },
        {
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            },
            {
              "name": "ICE Mortgage Technology",
              "named": {
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                "base": 3,
                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "Blend",
              "named": {
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Byte Software",
              "named": {
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                "upper": 56.1
              }
            },
            {
              "name": "Calyx",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "LendingPad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Floify",
              "named": {
                "count": 0,
                "base": 3,
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                "upper": 56.1
              }
            },
            {
              "name": "Temenos",
              "named": {
                "count": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "Finastra",
              "named": {
                "count": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "Jack Henry",
              "named": {
                "count": 0,
                "base": 3,
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "FICS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Abrigo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Baker Hill",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "TurnKey Lender",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Sync1 Systems",
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                "count": 0,
                "base": 3,
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Origence",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "defi SOLUTIONS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Nortridge",
              "named": {
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                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "LoanPro",
              "named": {
                "count": 2,
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              }
            },
            {
              "name": "Vergent LMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "The Mortgage Office",
              "named": {
                "count": 0,
                "base": 3,
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                "upper": 56.1
              }
            },
            {
              "name": "LendingWise",
              "named": {
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                "upper": 56.1
              }
            },
            {
              "name": "MortgageFlex",
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                "upper": 56.1
              }
            },
            {
              "name": "Mortgage Cadence",
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                "lower": 0,
                "upper": 56.1
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            }
          ]
        }
      ]
    },
    {
      "id": "q1",
      "text": "What is the best PACS for a small imaging center?",
      "type": "best option",
      "category": "Radiology and medical imaging software",
      "category_id": "radiology-medical-imaging",
      "version": "2026-09.1",
      "excluded_answers": 0,
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            "Sectra PACS"
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          "named": {
            "count": 10,
            "base": 15,
            "rate": 66.7,
            "lower": 41.7,
            "upper": 84.8
          }
        },
        {
          "name": "Intelerad",
          "search_aliases": [
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            "Ambra Health"
          ],
          "url": "/vendors/intelerad/radiology-medical-imaging/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "Novarad",
          "search_aliases": [
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            "NovaRIS"
          ],
          "url": "/vendors/novarad/radiology-medical-imaging/",
          "named": {
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            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "RamSoft",
          "search_aliases": [
            "PowerServer",
            "OmegaAI"
          ],
          "url": "/vendors/ramsoft/radiology-medical-imaging/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "OnePACS",
          "search_aliases": [
            "OnePACS"
          ],
          "url": "/vendors/onepacs/radiology-medical-imaging/",
          "named": {
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            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "Agfa HealthCare",
          "search_aliases": [
            "AGFA",
            "Agfa Enterprise Imaging"
          ],
          "url": "/vendors/agfa-healthcare/radiology-medical-imaging/",
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            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "INFINITT Healthcare",
          "search_aliases": [
            "INFINITT PACS",
            "INFINITT RIS"
          ],
          "url": "/vendors/infinitt-healthcare/radiology-medical-imaging/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "PostDICOM",
          "search_aliases": [
            "PostDICOM Cloud PACS"
          ],
          "url": "/vendors/postdicom/radiology-medical-imaging/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Visage Imaging",
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            "Visage 7"
          ],
          "url": "/vendors/visage-imaging/radiology-medical-imaging/",
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            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "GE HealthCare",
          "search_aliases": [
            "Centricity",
            "GE Healthcare"
          ],
          "url": "/vendors/ge-healthcare/radiology-medical-imaging/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "AdvaPACS",
          "search_aliases": [
            "AdvaPACS"
          ],
          "url": "/vendors/advapacs/radiology-medical-imaging/",
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            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
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          }
        },
        {
          "name": "eRAD",
          "search_aliases": [
            "eRAD PACS",
            "eRAD RIS"
          ],
          "url": "/vendors/erad/radiology-medical-imaging/",
          "named": {
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            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
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            "Fujifilm Healthcare"
          ],
          "url": "/vendors/fujifilm-synapse/radiology-medical-imaging/",
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            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
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          }
        },
        {
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          "search_aliases": [
            "PaxeraUltima",
            "Paxeramed"
          ],
          "url": "/vendors/paxerahealth/radiology-medical-imaging/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
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          }
        },
        {
          "name": "AbbaDox",
          "search_aliases": [
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            "AbbaDox RIS"
          ],
          "url": "/vendors/abbadox/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
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            "upper": 20.4
          }
        },
        {
          "name": "Canon Medical Informatics",
          "search_aliases": [
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            "Vital Images"
          ],
          "url": "/vendors/canon-medical-informatics/radiology-medical-imaging/",
          "named": {
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            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Carestream Health",
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            "Vue PACS"
          ],
          "url": "/vendors/carestream-health/radiology-medical-imaging/",
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          }
        },
        {
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            "OnBase",
            "Hyland Healthcare"
          ],
          "url": "/vendors/hyland/radiology-medical-imaging/",
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        },
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            "Mach7"
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        },
        {
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          }
        },
        {
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            "Merge Healthcare",
            "IBM Watson Health"
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          }
        },
        {
          "name": "Philips (HealthSuite Imaging)",
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            "Vue PACS",
            "Philips Image Management"
          ],
          "url": "/vendors/philips-healthsuite-imaging/radiology-medical-imaging/",
          "named": {
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            "base": 15,
            "rate": 0,
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            "upper": 20.4
          }
        },
        {
          "name": "Pro Medicus",
          "search_aliases": [
            "Pro Medicus RIS",
            "Visage RIS"
          ],
          "url": "/vendors/pro-medicus/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
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          }
        },
        {
          "name": "Siemens Healthineers",
          "search_aliases": [
            "syngo",
            "syngo.via"
          ],
          "url": "/vendors/siemens-healthineers/radiology-medical-imaging/",
          "named": {
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          }
        }
      ],
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            },
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            },
            {
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            },
            {
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            },
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            },
            {
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            },
            {
              "name": "Visage Imaging",
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            },
            {
              "name": "Mach7 Technologies",
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            },
            {
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            },
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            },
            {
              "name": "MedInformatix",
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            },
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            },
            {
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            },
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            },
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            },
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          ]
        },
        {
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            },
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            },
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            },
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              }
            },
            {
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              }
            },
            {
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            },
            {
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            },
            {
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              }
            },
            {
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              }
            },
            {
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              }
            },
            {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "GE HealthCare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Fujifilm (Synapse)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Agfa HealthCare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Intelerad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RamSoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Novarad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Merative (Merge)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Canon Medical Informatics",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Siemens Healthineers",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hyland",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PaxeraHealth",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Visage Imaging",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Mach7 Technologies",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PostDICOM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "AdvaPACS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MedInformatix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AbbaDox",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Pro Medicus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "INFINITT Healthcare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "OnePACS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "eRAD",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Health",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
          "vendors": [
            {
              "name": "Sectra",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Philips (HealthSuite Imaging)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "GE HealthCare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Fujifilm (Synapse)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Agfa HealthCare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Intelerad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RamSoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Novarad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Merative (Merge)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Canon Medical Informatics",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Siemens Healthineers",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hyland",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PaxeraHealth",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Visage Imaging",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Mach7 Technologies",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PostDICOM",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AdvaPACS",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "MedInformatix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AbbaDox",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Pro Medicus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "INFINITT Healthcare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "OnePACS",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "eRAD",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Health",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "Sectra",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Philips (HealthSuite Imaging)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "GE HealthCare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Fujifilm (Synapse)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Agfa HealthCare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Intelerad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RamSoft",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Novarad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Merative (Merge)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Canon Medical Informatics",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Siemens Healthineers",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hyland",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PaxeraHealth",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Visage Imaging",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Mach7 Technologies",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PostDICOM",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "AdvaPACS",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "MedInformatix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AbbaDox",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Pro Medicus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "INFINITT Healthcare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "OnePACS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "eRAD",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Health",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q4",
      "text": "What are the best alternatives to Sectra PACS?",
      "type": "alternative",
      "category": "Radiology and medical imaging software",
      "category_id": "radiology-medical-imaging",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "Sectra",
          "search_aliases": [
            "Sectra AB",
            "Sectra PACS"
          ],
          "url": "/vendors/sectra/radiology-medical-imaging/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Agfa HealthCare",
          "search_aliases": [
            "AGFA",
            "Agfa Enterprise Imaging"
          ],
          "url": "/vendors/agfa-healthcare/radiology-medical-imaging/",
          "named": {
            "count": 14,
            "base": 15,
            "rate": 93.3,
            "lower": 70.2,
            "upper": 98.8
          }
        },
        {
          "name": "Fujifilm (Synapse)",
          "search_aliases": [
            "Synapse",
            "Fujifilm Healthcare"
          ],
          "url": "/vendors/fujifilm-synapse/radiology-medical-imaging/",
          "named": {
            "count": 14,
            "base": 15,
            "rate": 93.3,
            "lower": 70.2,
            "upper": 98.8
          }
        },
        {
          "name": "Intelerad",
          "search_aliases": [
            "IntelePACS",
            "Ambra Health"
          ],
          "url": "/vendors/intelerad/radiology-medical-imaging/",
          "named": {
            "count": 13,
            "base": 15,
            "rate": 86.7,
            "lower": 62.1,
            "upper": 96.3
          }
        },
        {
          "name": "Visage Imaging",
          "search_aliases": [
            "Visage 7"
          ],
          "url": "/vendors/visage-imaging/radiology-medical-imaging/",
          "named": {
            "count": 13,
            "base": 15,
            "rate": 86.7,
            "lower": 62.1,
            "upper": 96.3
          }
        },
        {
          "name": "Philips (HealthSuite Imaging)",
          "search_aliases": [
            "IntelliSpace",
            "Vue PACS",
            "Philips Image Management"
          ],
          "url": "/vendors/philips-healthsuite-imaging/radiology-medical-imaging/",
          "named": {
            "count": 11,
            "base": 15,
            "rate": 73.3,
            "lower": 48,
            "upper": 89.1
          }
        },
        {
          "name": "Carestream Health",
          "search_aliases": [
            "Carestream Vue",
            "Vue PACS"
          ],
          "url": "/vendors/carestream-health/radiology-medical-imaging/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "RamSoft",
          "search_aliases": [
            "PowerServer",
            "OmegaAI"
          ],
          "url": "/vendors/ramsoft/radiology-medical-imaging/",
          "named": {
            "count": 7,
            "base": 15,
            "rate": 46.7,
            "lower": 24.8,
            "upper": 69.9
          }
        },
        {
          "name": "Siemens Healthineers",
          "search_aliases": [
            "syngo",
            "syngo.via"
          ],
          "url": "/vendors/siemens-healthineers/radiology-medical-imaging/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "GE HealthCare",
          "search_aliases": [
            "Centricity",
            "GE Healthcare"
          ],
          "url": "/vendors/ge-healthcare/radiology-medical-imaging/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "Merative (Merge)",
          "search_aliases": [
            "Merge PACS",
            "Merge Healthcare",
            "IBM Watson Health"
          ],
          "url": "/vendors/merative-merge/radiology-medical-imaging/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "INFINITT Healthcare",
          "search_aliases": [
            "INFINITT PACS",
            "INFINITT RIS"
          ],
          "url": "/vendors/infinitt-healthcare/radiology-medical-imaging/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Novarad",
          "search_aliases": [
            "NovaPACS",
            "NovaRIS"
          ],
          "url": "/vendors/novarad/radiology-medical-imaging/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "PostDICOM",
          "search_aliases": [
            "PostDICOM Cloud PACS"
          ],
          "url": "/vendors/postdicom/radiology-medical-imaging/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "AbbaDox",
          "search_aliases": [
            "IDS AbbaDox",
            "AbbaDox RIS"
          ],
          "url": "/vendors/abbadox/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "AdvaPACS",
          "search_aliases": [
            "AdvaPACS"
          ],
          "url": "/vendors/advapacs/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Canon Medical Informatics",
          "search_aliases": [
            "Vitrea",
            "Vital Images"
          ],
          "url": "/vendors/canon-medical-informatics/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "eRAD",
          "search_aliases": [
            "eRAD PACS",
            "eRAD RIS"
          ],
          "url": "/vendors/erad/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Hyland",
          "search_aliases": [
            "Acuo VNA",
            "OnBase",
            "Hyland Healthcare"
          ],
          "url": "/vendors/hyland/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Mach7 Technologies",
          "search_aliases": [
            "eUnity",
            "Mach7"
          ],
          "url": "/vendors/mach7-technologies/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "MedInformatix",
          "search_aliases": [
            "MedInformatix RIS"
          ],
          "url": "/vendors/medinformatix/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "OnePACS",
          "search_aliases": [
            "OnePACS"
          ],
          "url": "/vendors/onepacs/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "PaxeraHealth",
          "search_aliases": [
            "PaxeraUltima",
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PaxeraHealth",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Visage Imaging",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Mach7 Technologies",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PostDICOM",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AdvaPACS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MedInformatix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AbbaDox",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Pro Medicus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "INFINITT Healthcare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "OnePACS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "eRAD",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Health",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q5",
      "text": "What are the best alternatives to Intelerad for a teleradiology group?",
      "type": "alternative",
      "category": "Radiology and medical imaging software",
      "category_id": "radiology-medical-imaging",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "Intelerad",
          "search_aliases": [
            "IntelePACS",
            "Ambra Health"
          ],
          "url": "/vendors/intelerad/radiology-medical-imaging/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Sectra",
          "search_aliases": [
            "Sectra AB",
            "Sectra PACS"
          ],
          "url": "/vendors/sectra/radiology-medical-imaging/",
          "named": {
            "count": 14,
            "base": 15,
            "rate": 93.3,
            "lower": 70.2,
            "upper": 98.8
          }
        },
        {
          "name": "RamSoft",
          "search_aliases": [
            "PowerServer",
            "OmegaAI"
          ],
          "url": "/vendors/ramsoft/radiology-medical-imaging/",
          "named": {
            "count": 13,
            "base": 15,
            "rate": 86.7,
            "lower": 62.1,
            "upper": 96.3
          }
        },
        {
          "name": "Visage Imaging",
          "search_aliases": [
            "Visage 7"
          ],
          "url": "/vendors/visage-imaging/radiology-medical-imaging/",
          "named": {
            "count": 12,
            "base": 15,
            "rate": 80,
            "lower": 54.8,
            "upper": 93
          }
        },
        {
          "name": "Merative (Merge)",
          "search_aliases": [
            "Merge PACS",
            "Merge Healthcare",
            "IBM Watson Health"
          ],
          "url": "/vendors/merative-merge/radiology-medical-imaging/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "Agfa HealthCare",
          "search_aliases": [
            "AGFA",
            "Agfa Enterprise Imaging"
          ],
          "url": "/vendors/agfa-healthcare/radiology-medical-imaging/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "OnePACS",
          "search_aliases": [
            "OnePACS"
          ],
          "url": "/vendors/onepacs/radiology-medical-imaging/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "AbbaDox",
          "search_aliases": [
            "IDS AbbaDox",
            "AbbaDox RIS"
          ],
          "url": "/vendors/abbadox/radiology-medical-imaging/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "eRAD",
          "search_aliases": [
            "eRAD PACS",
            "eRAD RIS"
          ],
          "url": "/vendors/erad/radiology-medical-imaging/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "GE HealthCare",
          "search_aliases": [
            "Centricity",
            "GE Healthcare"
          ],
          "url": "/vendors/ge-healthcare/radiology-medical-imaging/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "PaxeraHealth",
          "search_aliases": [
            "PaxeraUltima",
            "Paxeramed"
          ],
          "url": "/vendors/paxerahealth/radiology-medical-imaging/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Fujifilm (Synapse)",
          "search_aliases": [
            "Synapse",
            "Fujifilm Healthcare"
          ],
          "url": "/vendors/fujifilm-synapse/radiology-medical-imaging/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "AdvaPACS",
          "search_aliases": [
            "AdvaPACS"
          ],
          "url": "/vendors/advapacs/radiology-medical-imaging/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "INFINITT Healthcare",
          "search_aliases": [
            "INFINITT PACS",
            "INFINITT RIS"
          ],
          "url": "/vendors/infinitt-healthcare/radiology-medical-imaging/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Mach7 Technologies",
          "search_aliases": [
            "eUnity",
            "Mach7"
          ],
          "url": "/vendors/mach7-technologies/radiology-medical-imaging/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Pro Medicus",
          "search_aliases": [
            "Pro Medicus RIS",
            "Visage RIS"
          ],
          "url": "/vendors/pro-medicus/radiology-medical-imaging/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Canon Medical Informatics",
          "search_aliases": [
            "Vitrea",
            "Vital Images"
          ],
          "url": "/vendors/canon-medical-informatics/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Carestream Health",
          "search_aliases": [
            "Carestream Vue",
            "Vue PACS"
          ],
          "url": "/vendors/carestream-health/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Hyland",
          "search_aliases": [
            "Acuo VNA",
            "OnBase",
            "Hyland Healthcare"
          ],
          "url": "/vendors/hyland/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "MedInformatix",
          "search_aliases": [
            "MedInformatix RIS"
          ],
          "url": "/vendors/medinformatix/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Novarad",
          "search_aliases": [
            "NovaPACS",
            "NovaRIS"
          ],
          "url": "/vendors/novarad/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Philips (HealthSuite Imaging)",
          "search_aliases": [
            "IntelliSpace",
            "Vue PACS",
            "Philips Image Management"
          ],
          "url": "/vendors/philips-healthsuite-imaging/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "PostDICOM",
          "search_aliases": [
            "PostDICOM Cloud PACS"
          ],
          "url": "/vendors/postdicom/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Siemens Healthineers",
          "search_aliases": [
            "syngo",
            "syngo.via"
          ],
          "url": "/vendors/siemens-healthineers/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "Sectra",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Philips (HealthSuite Imaging)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "GE HealthCare",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Fujifilm (Synapse)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Agfa HealthCare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Intelerad",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RamSoft",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Novarad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Merative (Merge)",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Canon Medical Informatics",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Siemens Healthineers",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hyland",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PaxeraHealth",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Visage Imaging",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Mach7 Technologies",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "PostDICOM",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AdvaPACS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MedInformatix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AbbaDox",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Pro Medicus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "INFINITT Healthcare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "OnePACS",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "eRAD",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Carestream Health",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "Sectra",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Philips (HealthSuite Imaging)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "GE HealthCare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Fujifilm (Synapse)",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Agfa HealthCare",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Intelerad",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RamSoft",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Novarad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Merative (Merge)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Canon Medical Informatics",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Siemens Healthineers",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hyland",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PaxeraHealth",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Visage Imaging",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Mach7 Technologies",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PostDICOM",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AdvaPACS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MedInformatix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AbbaDox",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Pro Medicus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "INFINITT Healthcare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "OnePACS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "eRAD",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Health",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
          "vendors": [
            {
              "name": "Sectra",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Philips (HealthSuite Imaging)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "GE HealthCare",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Fujifilm (Synapse)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Agfa HealthCare",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Intelerad",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RamSoft",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Novarad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Merative (Merge)",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Canon Medical Informatics",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Siemens Healthineers",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hyland",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PaxeraHealth",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Visage Imaging",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Mach7 Technologies",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PostDICOM",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AdvaPACS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MedInformatix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AbbaDox",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Pro Medicus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "INFINITT Healthcare",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "OnePACS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "eRAD",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Health",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
          "vendors": [
            {
              "name": "Sectra",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Philips (HealthSuite Imaging)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "GE HealthCare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Fujifilm (Synapse)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Agfa HealthCare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Intelerad",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RamSoft",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Novarad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Merative (Merge)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Canon Medical Informatics",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Siemens Healthineers",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hyland",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PaxeraHealth",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Visage Imaging",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Mach7 Technologies",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PostDICOM",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AdvaPACS",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "MedInformatix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AbbaDox",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Pro Medicus",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "INFINITT Healthcare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "OnePACS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "eRAD",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Health",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "Sectra",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Philips (HealthSuite Imaging)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "GE HealthCare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Fujifilm (Synapse)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Agfa HealthCare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Intelerad",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "RamSoft",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Novarad",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Merative (Merge)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Canon Medical Informatics",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Siemens Healthineers",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hyland",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PaxeraHealth",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Visage Imaging",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Mach7 Technologies",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PostDICOM",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AdvaPACS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "MedInformatix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AbbaDox",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Pro Medicus",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "INFINITT Healthcare",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "OnePACS",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "eRAD",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Carestream Health",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q6",
      "text": "What are the best alternatives to Philips IntelliSpace PACS?",
      "type": "alternative",
      "category": "Radiology and medical imaging software",
      "category_id": "radiology-medical-imaging",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "Fujifilm (Synapse)",
          "search_aliases": [
            "Synapse",
            "Fujifilm Healthcare"
          ],
          "url": "/vendors/fujifilm-synapse/radiology-medical-imaging/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Philips (HealthSuite Imaging)",
          "search_aliases": [
            "IntelliSpace",
            "Vue PACS",
            "Philips Image Management"
          ],
          "url": "/vendors/philips-healthsuite-imaging/radiology-medical-imaging/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Sectra",
          "search_aliases": [
            "Sectra AB",
            "Sectra PACS"
          ],
          "url": "/vendors/sectra/radiology-medical-imaging/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Agfa HealthCare",
          "search_aliases": [
            "AGFA",
            "Agfa Enterprise Imaging"
          ],
          "url": "/vendors/agfa-healthcare/radiology-medical-imaging/",
          "named": {
            "count": 13,
            "base": 15,
            "rate": 86.7,
            "lower": 62.1,
            "upper": 96.3
          }
        },
        {
          "name": "Intelerad",
          "search_aliases": [
            "IntelePACS",
            "Ambra Health"
          ],
          "url": "/vendors/intelerad/radiology-medical-imaging/",
          "named": {
            "count": 12,
            "base": 15,
            "rate": 80,
            "lower": 54.8,
            "upper": 93
          }
        },
        {
          "name": "Visage Imaging",
          "search_aliases": [
            "Visage 7"
          ],
          "url": "/vendors/visage-imaging/radiology-medical-imaging/",
          "named": {
            "count": 11,
            "base": 15,
            "rate": 73.3,
            "lower": 48,
            "upper": 89.1
          }
        },
        {
          "name": "GE HealthCare",
          "search_aliases": [
            "Centricity",
            "GE Healthcare"
          ],
          "url": "/vendors/ge-healthcare/radiology-medical-imaging/",
          "named": {
            "count": 9,
            "base": 15,
            "rate": 60,
            "lower": 35.7,
            "upper": 80.2
          }
        },
        {
          "name": "INFINITT Healthcare",
          "search_aliases": [
            "INFINITT PACS",
            "INFINITT RIS"
          ],
          "url": "/vendors/infinitt-healthcare/radiology-medical-imaging/",
          "named": {
            "count": 7,
            "base": 15,
            "rate": 46.7,
            "lower": 24.8,
            "upper": 69.9
          }
        },
        {
          "name": "Merative (Merge)",
          "search_aliases": [
            "Merge PACS",
            "Merge Healthcare",
            "IBM Watson Health"
          ],
          "url": "/vendors/merative-merge/radiology-medical-imaging/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "Siemens Healthineers",
          "search_aliases": [
            "syngo",
            "syngo.via"
          ],
          "url": "/vendors/siemens-healthineers/radiology-medical-imaging/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "RamSoft",
          "search_aliases": [
            "PowerServer",
            "OmegaAI"
          ],
          "url": "/vendors/ramsoft/radiology-medical-imaging/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "AbbaDox",
          "search_aliases": [
            "IDS AbbaDox",
            "AbbaDox RIS"
          ],
          "url": "/vendors/abbadox/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "AdvaPACS",
          "search_aliases": [
            "AdvaPACS"
          ],
          "url": "/vendors/advapacs/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Canon Medical Informatics",
          "search_aliases": [
            "Vitrea",
            "Vital Images"
          ],
          "url": "/vendors/canon-medical-informatics/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Carestream Health",
          "search_aliases": [
            "Carestream Vue",
            "Vue PACS"
          ],
          "url": "/vendors/carestream-health/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "eRAD",
          "search_aliases": [
            "eRAD PACS",
            "eRAD RIS"
          ],
          "url": "/vendors/erad/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Hyland",
          "search_aliases": [
            "Acuo VNA",
            "OnBase",
            "Hyland Healthcare"
          ],
          "url": "/vendors/hyland/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Mach7 Technologies",
          "search_aliases": [
            "eUnity",
            "Mach7"
          ],
          "url": "/vendors/mach7-technologies/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "MedInformatix",
          "search_aliases": [
            "MedInformatix RIS"
          ],
          "url": "/vendors/medinformatix/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Novarad",
          "search_aliases": [
            "NovaPACS",
            "NovaRIS"
          ],
          "url": "/vendors/novarad/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "OnePACS",
          "search_aliases": [
            "OnePACS"
          ],
          "url": "/vendors/onepacs/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "PaxeraHealth",
          "search_aliases": [
            "PaxeraUltima",
            "Paxeramed"
          ],
          "url": "/vendors/paxerahealth/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "PostDICOM",
          "search_aliases": [
            "PostDICOM Cloud PACS"
          ],
          "url": "/vendors/postdicom/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Pro Medicus",
          "search_aliases": [
            "Pro Medicus RIS",
            "Visage RIS"
          ],
          "url": "/vendors/pro-medicus/radiology-medical-imaging/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "Sectra",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Philips (HealthSuite Imaging)",
              "named": {
                "count": 3,
                "base": 3,
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    },
    {
      "id": "q9",
      "text": "What should I look for when choosing a new radiology PACS?",
      "type": "buyer evaluation",
      "category": "Radiology and medical imaging software",
      "category_id": "radiology-medical-imaging",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
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          "named": {
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            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
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          ],
          "url": "/vendors/advapacs/radiology-medical-imaging/",
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          }
        },
        {
          "name": "Agfa HealthCare",
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          ],
          "url": "/vendors/agfa-healthcare/radiology-medical-imaging/",
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          }
        },
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            "Vital Images"
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          }
        },
        {
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            "Vue PACS"
          ],
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            "rate": 0,
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          }
        },
        {
          "name": "eRAD",
          "search_aliases": [
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            "eRAD RIS"
          ],
          "url": "/vendors/erad/radiology-medical-imaging/",
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            "base": 15,
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          }
        },
        {
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            "Fujifilm Healthcare"
          ],
          "url": "/vendors/fujifilm-synapse/radiology-medical-imaging/",
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            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
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          "search_aliases": [
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            "GE Healthcare"
          ],
          "url": "/vendors/ge-healthcare/radiology-medical-imaging/",
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          }
        },
        {
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            "OnBase",
            "Hyland Healthcare"
          ],
          "url": "/vendors/hyland/radiology-medical-imaging/",
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            "rate": 0,
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          }
        },
        {
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            "INFINITT RIS"
          ],
          "url": "/vendors/infinitt-healthcare/radiology-medical-imaging/",
          "named": {
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            "base": 15,
            "rate": 0,
            "lower": 0,
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          }
        },
        {
          "name": "Intelerad",
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            "Ambra Health"
          ],
          "url": "/vendors/intelerad/radiology-medical-imaging/",
          "named": {
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            "rate": 0,
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          }
        },
        {
          "name": "Mach7 Technologies",
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            "Mach7"
          ],
          "url": "/vendors/mach7-technologies/radiology-medical-imaging/",
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        },
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          ],
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          }
        },
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            "IBM Watson Health"
          ],
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          }
        },
        {
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            "NovaRIS"
          ],
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          }
        },
        {
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          }
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          }
        },
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          }
        },
        {
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            "Visage RIS"
          ],
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          }
        },
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          }
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            "Sectra PACS"
          ],
          "url": "/vendors/sectra/radiology-medical-imaging/",
          "named": {
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            "base": 15,
            "rate": 0,
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          }
        },
        {
          "name": "Siemens Healthineers",
          "search_aliases": [
            "syngo",
            "syngo.via"
          ],
          "url": "/vendors/siemens-healthineers/radiology-medical-imaging/",
          "named": {
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          }
        },
        {
          "name": "Visage Imaging",
          "search_aliases": [
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          ],
          "url": "/vendors/visage-imaging/radiology-medical-imaging/",
          "named": {
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          }
        }
      ],
      "engine_presence": [
        {
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              }
            },
            {
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            },
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            },
            {
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              }
            },
            {
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              }
            },
            {
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              }
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              }
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        },
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            },
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              }
            },
            {
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            },
            {
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            },
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            },
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              }
            },
            {
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            },
            {
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              }
            },
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                "upper": 56.1
              }
            },
            {
              "name": "Landlord Studio",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Baselane",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ManageCasa",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Condo Control",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "AppFolio",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Buildium",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Yardi",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Rent Manager",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Propertyware",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Rentvine",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DoorLoop",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "TenantCloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hemlane",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Innago",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "TurboTenant",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Avail",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Zillow Rental Manager",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RentRedi",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Property Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResMan",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Entrata",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "SimplifyEm",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Landlord Studio",
              "named": {
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                "upper": 56.1
              }
            },
            {
              "name": "Baselane",
              "named": {
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                "upper": 56.1
              }
            },
            {
              "name": "ManageCasa",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Condo Control",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
          "vendors": [
            {
              "name": "AppFolio",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Buildium",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Yardi",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Rent Manager",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Propertyware",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Rentvine",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DoorLoop",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "TenantCloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hemlane",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Innago",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "TurboTenant",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Avail",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Zillow Rental Manager",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RentRedi",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Property Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResMan",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Entrata",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "SimplifyEm",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Landlord Studio",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Baselane",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ManageCasa",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Condo Control",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
          "vendors": [
            {
              "name": "AppFolio",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Buildium",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Yardi",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Rent Manager",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Propertyware",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Rentvine",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "DoorLoop",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "TenantCloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hemlane",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Innago",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "TurboTenant",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Avail",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Zillow Rental Manager",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RentRedi",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Property Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResMan",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Entrata",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "SimplifyEm",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Landlord Studio",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Baselane",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ManageCasa",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Condo Control",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "AppFolio",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Buildium",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Yardi",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Rent Manager",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Propertyware",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Rentvine",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "DoorLoop",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "TenantCloud",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Hemlane",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Innago",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "TurboTenant",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Avail",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Zillow Rental Manager",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RentRedi",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Property Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResMan",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Entrata",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "SimplifyEm",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Landlord Studio",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Baselane",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ManageCasa",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Condo Control",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q4",
      "text": "what are the best alternatives to AppFolio",
      "type": "alternative",
      "category": "Residential property management software",
      "category_id": "residential-property-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "AppFolio",
          "search_aliases": [
            "AppFolio Property Manager"
          ],
          "url": "/vendors/appfolio/residential-property-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Buildium",
          "search_aliases": [],
          "url": "/vendors/buildium/residential-property-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "DoorLoop",
          "search_aliases": [],
          "url": "/vendors/doorloop/residential-property-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Yardi",
          "search_aliases": [
            "Yardi Breeze",
            "Yardi Voyager"
          ],
          "url": "/vendors/yardi/residential-property-management/",
          "named": {
            "count": 14,
            "base": 15,
            "rate": 93.3,
            "lower": 70.2,
            "upper": 98.8
          }
        },
        {
          "name": "Entrata",
          "search_aliases": [],
          "url": "/vendors/entrata/residential-property-management/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "Innago",
          "search_aliases": [],
          "url": "/vendors/innago/residential-property-management/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "Rent Manager",
          "search_aliases": [
            "RentManager",
            "LCS Rent Manager"
          ],
          "url": "/vendors/rent-manager/residential-property-management/",
          "named": {
            "count": 7,
            "base": 15,
            "rate": 46.7,
            "lower": 24.8,
            "upper": 69.9
          }
        },
        {
          "name": "TenantCloud",
          "search_aliases": [],
          "url": "/vendors/tenantcloud/residential-property-management/",
          "named": {
            "count": 7,
            "base": 15,
            "rate": 46.7,
            "lower": 24.8,
            "upper": 69.9
          }
        },
        {
          "name": "ResMan",
          "search_aliases": [],
          "url": "/vendors/resman/residential-property-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "Hemlane",
          "search_aliases": [],
          "url": "/vendors/hemlane/residential-property-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "Propertyware",
          "search_aliases": [],
          "url": "/vendors/propertyware/residential-property-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "TurboTenant",
          "search_aliases": [],
          "url": "/vendors/turbotenant/residential-property-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
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                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Innago",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "TurboTenant",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Avail",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Zillow Rental Manager",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RentRedi",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Property Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResMan",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Entrata",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "SimplifyEm",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Landlord Studio",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Baselane",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ManageCasa",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Condo Control",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q5",
      "text": "what are the best alternatives to Buildium",
      "type": "alternative",
      "category": "Residential property management software",
      "category_id": "residential-property-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "AppFolio",
          "search_aliases": [
            "AppFolio Property Manager"
          ],
          "url": "/vendors/appfolio/residential-property-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Buildium",
          "search_aliases": [],
          "url": "/vendors/buildium/residential-property-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "DoorLoop",
          "search_aliases": [],
          "url": "/vendors/doorloop/residential-property-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Yardi",
          "search_aliases": [
            "Yardi Breeze",
            "Yardi Voyager"
          ],
          "url": "/vendors/yardi/residential-property-management/",
          "named": {
            "count": 12,
            "base": 15,
            "rate": 80,
            "lower": 54.8,
            "upper": 93
          }
        },
        {
          "name": "TenantCloud",
          "search_aliases": [],
          "url": "/vendors/tenantcloud/residential-property-management/",
          "named": {
            "count": 10,
            "base": 15,
            "rate": 66.7,
            "lower": 41.7,
            "upper": 84.8
          }
        },
        {
          "name": "Innago",
          "search_aliases": [],
          "url": "/vendors/innago/residential-property-management/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "Propertyware",
          "search_aliases": [],
          "url": "/vendors/propertyware/residential-property-management/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "Rent Manager",
          "search_aliases": [
            "RentManager",
            "LCS Rent Manager"
          ],
          "url": "/vendors/rent-manager/residential-property-management/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "Hemlane",
          "search_aliases": [],
          "url": "/vendors/hemlane/residential-property-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "Entrata",
          "search_aliases": [],
          "url": "/vendors/entrata/residential-property-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "RentRedi",
          "search_aliases": [],
          "url": "/vendors/rentredi/residential-property-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Avail",
          "search_aliases": [
            "Avail by realtor.com"
          ],
          "url": "/vendors/avail/residential-property-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Rentvine",
          "search_aliases": [
            "RentVine"
          ],
          "url": "/vendors/rentvine/residential-property-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Baselane",
          "search_aliases": [],
          "url": "/vendors/baselane/residential-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Condo Control",
          "search_aliases": [
            "Condo Control Central"
          ],
          "url": "/vendors/condo-control/residential-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Landlord Studio",
          "search_aliases": [],
          "url": "/vendors/landlord-studio/residential-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "ManageCasa",
          "search_aliases": [],
          "url": "/vendors/managecasa/residential-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Property Matrix",
          "search_aliases": [],
          "url": "/vendors/property-matrix/residential-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "ResMan",
          "search_aliases": [],
          "url": "/vendors/resman/residential-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "SimplifyEm",
          "search_aliases": [],
          "url": "/vendors/simplifyem/residential-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "TurboTenant",
          "search_aliases": [],
          "url": "/vendors/turbotenant/residential-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Zillow Rental Manager",
          "search_aliases": [
            "Zillow Rentals"
          ],
          "url": "/vendors/zillow-rental-manager/residential-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "AppFolio",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Buildium",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Yardi",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Rent Manager",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Propertyware",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Rentvine",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "DoorLoop",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "TenantCloud",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Hemlane",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Innago",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "TurboTenant",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Avail",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Zillow Rental Manager",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RentRedi",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Property Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResMan",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Entrata",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "SimplifyEm",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Landlord Studio",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Baselane",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ManageCasa",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Condo Control",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "AppFolio",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Buildium",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Yardi",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Rent Manager",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Propertyware",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Rentvine",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DoorLoop",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "TenantCloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Hemlane",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Innago",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "TurboTenant",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Avail",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Zillow Rental Manager",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RentRedi",
              "named": {
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                "base": 3,
                "rate": 100,
                "lower": 43.9,
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              }
            },
            {
              "name": "Property Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResMan",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Entrata",
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                "rate": 100,
                "lower": 43.9,
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            },
            {
              "name": "SimplifyEm",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Landlord Studio",
              "named": {
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                "upper": 56.1
              }
            },
            {
              "name": "Baselane",
              "named": {
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                "upper": 56.1
              }
            },
            {
              "name": "ManageCasa",
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                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Condo Control",
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                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
          "vendors": [
            {
              "name": "AppFolio",
              "named": {
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                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Buildium",
              "named": {
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                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Yardi",
              "named": {
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                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Rent Manager",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Propertyware",
              "named": {
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                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Rentvine",
              "named": {
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                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "DoorLoop",
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                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "TenantCloud",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Hemlane",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Innago",
              "named": {
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                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "TurboTenant",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
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              "named": {
                "count": 0,
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Zillow Rental Manager",
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                "upper": 56.1
              }
            },
            {
              "name": "RentRedi",
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              }
            },
            {
              "name": "Property Matrix",
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                "upper": 56.1
              }
            },
            {
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              }
            },
            {
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              }
            },
            {
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                "upper": 56.1
              }
            },
            {
              "name": "Landlord Studio",
              "named": {
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Baselane",
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                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ManageCasa",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Condo Control",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
          "vendors": [
            {
              "name": "AppFolio",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Buildium",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Yardi",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Rent Manager",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Propertyware",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Rentvine",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DoorLoop",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "TenantCloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hemlane",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Innago",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "TurboTenant",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Avail",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Zillow Rental Manager",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RentRedi",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Property Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResMan",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Entrata",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "SimplifyEm",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Landlord Studio",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Baselane",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ManageCasa",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Condo Control",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "AppFolio",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Buildium",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Yardi",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Rent Manager",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Propertyware",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Rentvine",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DoorLoop",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "TenantCloud",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Hemlane",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Innago",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "TurboTenant",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Avail",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Zillow Rental Manager",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RentRedi",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Property Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResMan",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Entrata",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "SimplifyEm",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Landlord Studio",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Baselane",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ManageCasa",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Condo Control",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q6",
      "text": "what are the best alternatives to Azibo now that it shut down",
      "type": "alternative",
      "category": "Residential property management software",
      "category_id": "residential-property-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "TurboTenant",
          "search_aliases": [],
          "url": "/vendors/turbotenant/residential-property-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Baselane",
          "search_aliases": [],
          "url": "/vendors/baselane/residential-property-management/",
          "named": {
            "count": 12,
            "base": 15,
            "rate": 80,
            "lower": 54.8,
            "upper": 93
          }
        },
        {
          "name": "Innago",
          "search_aliases": [],
          "url": "/vendors/innago/residential-property-management/",
          "named": {
            "count": 9,
            "base": 15,
            "rate": 60,
            "lower": 35.7,
            "upper": 80.2
          }
        },
        {
          "name": "Buildium",
          "search_aliases": [],
          "url": "/vendors/buildium/residential-property-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "AppFolio",
          "search_aliases": [
            "AppFolio Property Manager"
          ],
          "url": "/vendors/appfolio/residential-property-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "Yardi",
          "search_aliases": [
            "Yardi Breeze",
            "Yardi Voyager"
          ],
          "url": "/vendors/yardi/residential-property-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "DoorLoop",
          "search_aliases": [],
          "url": "/vendors/doorloop/residential-property-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "RentRedi",
          "search_aliases": [],
          "url": "/vendors/rentredi/residential-property-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Avail",
          "search_aliases": [
            "Avail by realtor.com"
          ],
          "url": "/vendors/avail/residential-property-management/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "SimplifyEm",
          "search_aliases": [],
          "url": "/vendors/simplifyem/residential-property-management/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "Entrata",
          "search_aliases": [],
          "url": "/vendors/entrata/residential-property-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Hemlane",
          "search_aliases": [],
          "url": "/vendors/hemlane/residential-property-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Landlord Studio",
          "search_aliases": [],
          "url": "/vendors/landlord-studio/residential-property-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "TenantCloud",
          "search_aliases": [],
          "url": "/vendors/tenantcloud/residential-property-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Zillow Rental Manager",
          "search_aliases": [
            "Zillow Rentals"
          ],
          "url": "/vendors/zillow-rental-manager/residential-property-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "Condo Control",
          "search_aliases": [
            "Condo Control Central"
          ],
          "url": "/vendors/condo-control/residential-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "ManageCasa",
          "search_aliases": [],
          "url": "/vendors/managecasa/residential-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Property Matrix",
          "search_aliases": [],
          "url": "/vendors/property-matrix/residential-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Propertyware",
          "search_aliases": [],
          "url": "/vendors/propertyware/residential-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Rent Manager",
          "search_aliases": [
            "RentManager",
            "LCS Rent Manager"
          ],
          "url": "/vendors/rent-manager/residential-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Rentvine",
          "search_aliases": [
            "RentVine"
          ],
          "url": "/vendors/rentvine/residential-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "ResMan",
          "search_aliases": [],
          "url": "/vendors/resman/residential-property-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "AppFolio",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Buildium",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Yardi",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Rent Manager",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Propertyware",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Rentvine",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DoorLoop",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "TenantCloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hemlane",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Innago",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "TurboTenant",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Avail",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Zillow Rental Manager",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "RentRedi",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Property Matrix",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ResMan",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Entrata",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "SimplifyEm",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Landlord Studio",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Baselane",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ManageCasa",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Condo Control",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "AppFolio",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Buildium",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Yardi",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Rent Manager",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Propertyware",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Rentvine",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DoorLoop",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "TenantCloud",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Hemlane",
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            },
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              "name": "Innago",
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                "base": 3,
                "rate": 100,
                "lower": 43.9,
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              }
            },
            {
              "name": "TurboTenant",
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            },
            {
              "name": "Avail",
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            },
            {
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            },
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              "name": "RentRedi",
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            },
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        },
        {
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            },
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            },
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              "name": "Rent Manager",
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            },
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            {
              "name": "TenantCloud",
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            },
            {
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            },
            {
              "name": "TurboTenant",
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                "lower": 43.9,
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            },
            {
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            {
              "name": "Property Matrix",
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            },
            {
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            },
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    {
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      "category": "Residential property management software",
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        },
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        },
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        },
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          "url": "/vendors/condo-control/residential-property-management/",
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        },
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        },
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        },
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            "base": 14,
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        },
        {
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            "upper": 21.5
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        },
        {
          "name": "Landlord Studio",
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          "url": "/vendors/landlord-studio/residential-property-management/",
          "named": {
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            "base": 14,
            "rate": 0,
            "lower": 0,
            "upper": 21.5
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        },
        {
          "name": "ManageCasa",
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          "url": "/vendors/managecasa/residential-property-management/",
          "named": {
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            "base": 14,
            "rate": 0,
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            "upper": 21.5
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        },
        {
          "name": "Property Matrix",
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          "url": "/vendors/property-matrix/residential-property-management/",
          "named": {
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            "base": 14,
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        },
        {
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        },
        {
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            "LCS Rent Manager"
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          "url": "/vendors/rent-manager/residential-property-management/",
          "named": {
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        },
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          "named": {
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        },
        {
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          "url": "/vendors/rentvine/residential-property-management/",
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        },
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          "named": {
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        },
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          "named": {
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        },
        {
          "name": "TenantCloud",
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            "base": 14,
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        },
        {
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            },
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      ]
    },
    {
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      "excluded_answers": 0,
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            "rate": 100,
            "lower": 79.6,
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        },
        {
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            "JDA Software"
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            "rate": 93.3,
            "lower": 70.2,
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          }
        },
        {
          "name": "Oracle Transportation Management",
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            "OTM Cloud"
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          "url": "/vendors/oracle-transportation-management/transportation-management-systems/",
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        },
        {
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            "lower": 35.7,
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          "engine": "Google AI Overviews",
          "vendors": [
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              "name": "Infios (MercuryGate)",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Descartes",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
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            },
            {
              "name": "Blue Yonder",
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              "name": "Oracle Transportation Management",
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            },
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            },
            {
              "name": "Trimble Transportation",
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            },
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              "name": "Manhattan Active TM",
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                "base": 3,
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                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Uber Freight TMS",
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Turvo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Kuebix by FreightWise",
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                "base": 3,
                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "FreightPOP",
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                "lower": 0,
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              }
            },
            {
              "name": "Descartes 3G TMS",
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                "count": 0,
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                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Descartes Aljex",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Tai TMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Rose Rocket",
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                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Alvys",
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                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
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              "name": "AscendTMS",
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                "base": 3,
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                "upper": 56.1
              }
            },
            {
              "name": "Revenova",
              "named": {
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                "base": 3,
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                "upper": 56.1
              }
            },
            {
              "name": "PCS Software",
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                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "McLeod Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Axon Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "3PL Systems",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IntelliTrans",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Princeton TMX",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
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            },
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              "name": "SAP Transportation Management",
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            },
            {
              "name": "Trimble Transportation",
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                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "e2open",
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            },
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              "name": "Manhattan Active TM",
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            },
            {
              "name": "Uber Freight TMS",
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            },
            {
              "name": "Turvo",
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            },
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            },
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              "name": "FreightPOP",
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                "count": 0,
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            },
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              "name": "Descartes 3G TMS",
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
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            },
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            },
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            },
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                "count": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "McLeod Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "Axon Software",
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                "count": 0,
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              }
            },
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            },
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          ]
        }
      ]
    },
    {
      "id": "q4",
      "text": "What are the best alternatives to MercuryGate?",
      "type": "alternative",
      "category": "Transportation management systems",
      "category_id": "transportation-management-systems",
      "version": "2026-09.1",
      "excluded_answers": 0,
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            "MercuryGate TMS",
            "Korber Supply Chain Software"
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          "url": "/vendors/infios-mercurygate/transportation-management-systems/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Oracle Transportation Management",
          "search_aliases": [
            "Oracle OTM",
            "OTM Cloud"
          ],
          "url": "/vendors/oracle-transportation-management/transportation-management-systems/",
          "named": {
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            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "SAP Transportation Management",
          "search_aliases": [
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          ],
          "url": "/vendors/sap-transportation-management/transportation-management-systems/",
          "named": {
            "count": 14,
            "base": 15,
            "rate": 93.3,
            "lower": 70.2,
            "upper": 98.8
          }
        },
        {
          "name": "Descartes",
          "search_aliases": [
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          ],
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            "rate": 80,
            "lower": 54.8,
            "upper": 93
          }
        },
        {
          "name": "Descartes 3G TMS",
          "search_aliases": [
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            "3G TMS",
            "Pacejet"
          ],
          "url": "/vendors/descartes-3g-tms/transportation-management-systems/",
          "named": {
            "count": 10,
            "base": 15,
            "rate": 66.7,
            "lower": 41.7,
            "upper": 84.8
          }
        },
        {
          "name": "AscendTMS",
          "search_aliases": [
            "Ascend TMS",
            "TheFreeTMS",
            "InMotion Global"
          ],
          "url": "/vendors/ascendtms/transportation-management-systems/",
          "named": {
            "count": 9,
            "base": 15,
            "rate": 60,
            "lower": 35.7,
            "upper": 80.2
          }
        },
        {
          "name": "Blue Yonder",
          "search_aliases": [
            "Blue Yonder TMS",
            "JDA Software"
          ],
          "url": "/vendors/blue-yonder/transportation-management-systems/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "e2open",
          "search_aliases": [],
          "url": "/vendors/e2open/transportation-management-systems/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "McLeod Software",
          "search_aliases": [
            "McLeod LoadMaster",
            "LoadMaster"
          ],
          "url": "/vendors/mcleod-software/transportation-management-systems/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "Trimble Transportation",
          "search_aliases": [
            "Trimble TMS",
            "TMW Systems"
          ],
          "url": "/vendors/trimble-transportation/transportation-management-systems/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "Alvys",
          "search_aliases": [],
          "url": "/vendors/alvys/transportation-management-systems/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "FreightPOP",
          "search_aliases": [
            "FreightPOP AI"
          ],
          "url": "/vendors/freightpop/transportation-management-systems/",
          "named": {
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            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "Descartes Aljex",
          "search_aliases": [
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            "Aljex TMS"
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          "named": {
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            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "Rose Rocket",
          "search_aliases": [
            "RoseRocket"
          ],
          "url": "/vendors/rose-rocket/transportation-management-systems/",
          "named": {
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            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "Kuebix by FreightWise",
          "search_aliases": [
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            "Kuebix TMS",
            "OnKue"
          ],
          "url": "/vendors/kuebix-by-freightwise/transportation-management-systems/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Manhattan Active TM",
          "search_aliases": [
            "Manhattan Associates",
            "Manhattan TMS"
          ],
          "url": "/vendors/manhattan-active-tm/transportation-management-systems/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
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          }
        },
        {
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            "Tai"
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          "url": "/vendors/tai-tms/transportation-management-systems/",
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            "count": 3,
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          }
        },
        {
          "name": "Turvo",
          "search_aliases": [
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          ],
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            "upper": 45.2
          }
        },
        {
          "name": "Uber Freight TMS",
          "search_aliases": [
            "Uber Freight",
            "Transplace"
          ],
          "url": "/vendors/uber-freight-tms/transportation-management-systems/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "3PL Systems",
          "search_aliases": [
            "Brokerware",
            "3PL Systems Brokerware"
          ],
          "url": "/vendors/3pl-systems/transportation-management-systems/",
          "named": {
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            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Axon Software",
          "search_aliases": [
            "Axon Trucking Software"
          ],
          "url": "/vendors/axon-software/transportation-management-systems/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "IntelliTrans",
          "search_aliases": [],
          "url": "/vendors/intellitrans/transportation-management-systems/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "PCS Software",
          "search_aliases": [
            "PCS TMS"
          ],
          "url": "/vendors/pcs-software/transportation-management-systems/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
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            "upper": 20.4
          }
        },
        {
          "name": "Princeton TMX",
          "search_aliases": [],
          "url": "/vendors/princeton-tmx/transportation-management-systems/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
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          }
        },
        {
          "name": "Revenova",
          "search_aliases": [
            "Revenova TMS"
          ],
          "url": "/vendors/revenova/transportation-management-systems/",
          "named": {
            "count": 0,
            "base": 15,
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        }
      ],
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              "name": "Oracle Transportation Management",
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            },
            {
              "name": "Trimble Transportation",
              "named": {
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                "base": 3,
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            },
            {
              "name": "e2open",
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            {
              "name": "Manhattan Active TM",
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            },
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              }
            },
            {
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                "lower": 6.1,
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            },
            {
              "name": "Kuebix by FreightWise",
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                "base": 3,
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                "upper": 56.1
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            },
            {
              "name": "FreightPOP",
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                "upper": 56.1
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            },
            {
              "name": "Descartes 3G TMS",
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                "base": 3,
                "rate": 100,
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                "upper": 100
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            {
              "name": "Descartes Aljex",
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                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
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            },
            {
              "name": "Tai TMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Rose Rocket",
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                "base": 3,
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                "upper": 56.1
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            },
            {
              "name": "Alvys",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AscendTMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Revenova",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PCS Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "McLeod Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Axon Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "3PL Systems",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IntelliTrans",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Princeton TMX",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "Infios (MercuryGate)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Descartes",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Blue Yonder",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Oracle Transportation Management",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "SAP Transportation Management",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Trimble Transportation",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "e2open",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Manhattan Active TM",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Uber Freight TMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Turvo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Kuebix by FreightWise",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "FreightPOP",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Descartes 3G TMS",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Descartes Aljex",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Tai TMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Rose Rocket",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Alvys",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "AscendTMS",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Revenova",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PCS Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "McLeod Software",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Axon Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "3PL Systems",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IntelliTrans",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Princeton TMX",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
          "vendors": [
            {
              "name": "Infios (MercuryGate)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Descartes",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Blue Yonder",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Oracle Transportation Management",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "SAP Transportation Management",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Trimble Transportation",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "e2open",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Manhattan Active TM",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Uber Freight TMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Turvo",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Kuebix by FreightWise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "FreightPOP",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Descartes 3G TMS",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Descartes Aljex",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Tai TMS",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Rose Rocket",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Alvys",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AscendTMS",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Revenova",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PCS Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "McLeod Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Axon Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "3PL Systems",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IntelliTrans",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Princeton TMX",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
          "vendors": [
            {
              "name": "Infios (MercuryGate)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Descartes",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Blue Yonder",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Oracle Transportation Management",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "SAP Transportation Management",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Trimble Transportation",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "e2open",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Manhattan Active TM",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Uber Freight TMS",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Turvo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Kuebix by FreightWise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "FreightPOP",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Descartes 3G TMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Descartes Aljex",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Tai TMS",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Rose Rocket",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Alvys",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "AscendTMS",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Revenova",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PCS Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "McLeod Software",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Axon Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "3PL Systems",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IntelliTrans",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Princeton TMX",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "Infios (MercuryGate)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Descartes",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Blue Yonder",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Oracle Transportation Management",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "SAP Transportation Management",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Trimble Transportation",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "e2open",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Manhattan Active TM",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Uber Freight TMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Turvo",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Kuebix by FreightWise",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "FreightPOP",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Descartes 3G TMS",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Descartes Aljex",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Tai TMS",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Rose Rocket",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Alvys",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "AscendTMS",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Revenova",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "PCS Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "McLeod Software",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Axon Software",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "3PL Systems",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IntelliTrans",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Princeton TMX",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q5",
      "text": "What are the best alternatives to AscendTMS?",
      "type": "alternative",
      "category": "Transportation management systems",
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              "name": "Kuebix by FreightWise",
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            },
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              "name": "FreightPOP",
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            },
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              "name": "Descartes 3G TMS",
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            },
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              "name": "Descartes Aljex",
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            },
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              "name": "Tai TMS",
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            },
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              "name": "Alvys",
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              "name": "AscendTMS",
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            {
              "name": "PCS Software",
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              "name": "McLeod Software",
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            },
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              "name": "Axon Software",
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    },
    {
      "id": "q1",
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      "category": "Veterinary practice management software",
      "category_id": "veterinary-practice-management",
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            "rate": 93.3,
            "lower": 70.2,
            "upper": 98.8
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        },
        {
          "name": "Digitail",
          "search_aliases": [
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          "url": "/vendors/digitail/veterinary-practice-management/",
          "named": {
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            "base": 15,
            "rate": 80,
            "lower": 54.8,
            "upper": 93
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        },
        {
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            "Vetter Software"
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          "url": "/vendors/daysmart-vet/veterinary-practice-management/",
          "named": {
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            "base": 15,
            "rate": 66.7,
            "lower": 41.7,
            "upper": 84.8
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        },
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          "name": "IDEXX (Cornerstone, Neo)",
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            "IDEXX Veterinary Software"
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          "url": "/vendors/idexx-cornerstone-neo/veterinary-practice-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
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        },
        {
          "name": "Shepherd",
          "search_aliases": [
            "Shepherd Veterinary Software"
          ],
          "url": "/vendors/shepherd/veterinary-practice-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
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        },
        {
          "name": "Covetrus Pulse",
          "search_aliases": [
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            "Pulse"
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            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
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        },
        {
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          "url": "/vendors/provet/veterinary-practice-management/",
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            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
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        },
        {
          "name": "Vetspire",
          "search_aliases": [
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          ],
          "url": "/vendors/vetspire/veterinary-practice-management/",
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            "count": 3,
            "base": 15,
            "rate": 20,
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            "upper": 45.2
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        },
        {
          "name": "AVImark",
          "search_aliases": [
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          "url": "/vendors/avimark/veterinary-practice-management/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
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        },
        {
          "name": "Instinct",
          "search_aliases": [
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          ],
          "url": "/vendors/instinct/veterinary-practice-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "ClienTrax",
          "search_aliases": [
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          ],
          "url": "/vendors/clientrax/veterinary-practice-management/",
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            "rate": 0,
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        },
        {
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            "ImproMed Equine"
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          "url": "/vendors/impromed/veterinary-practice-management/",
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        },
        {
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          "search_aliases": [
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          "url": "/vendors/onward-vet/veterinary-practice-management/",
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        },
        {
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        },
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          "search_aliases": [
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              "name": "Provet",
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            },
            {
              "name": "Shepherd",
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            {
              "name": "Digitail",
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            },
            {
              "name": "DaySmart Vet",
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            },
            {
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              "name": "Onward Vet",
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            },
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            },
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            },
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            {
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            {
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            {
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            },
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                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Provet",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Shepherd",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Digitail",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "DaySmart Vet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "NaVetor",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IntraVet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetspire",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ClienTrax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Instinct",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "VetBadger",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetport",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Onward Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetlinkPRO",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VIA",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "IDEXX (Cornerstone, Neo)",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ezyVet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Covetrus Pulse",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AVImark",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ImproMed",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Provet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Shepherd",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Digitail",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "DaySmart Vet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "NaVetor",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IntraVet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetspire",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "ClienTrax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Instinct",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetBadger",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetport",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Onward Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetlinkPRO",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VIA",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q2",
      "text": "what is the best vet practice management software for a small 1 to 3 doctor practice",
      "type": "best option",
      "category": "Veterinary practice management software",
      "category_id": "veterinary-practice-management",
      "version": "2026-09.1",
      "excluded_answers": 1,
      "base": 14,
      "vendors": [
        {
          "name": "DaySmart Vet",
          "search_aliases": [
            "Vetter",
            "Vetter Software"
          ],
          "url": "/vendors/daysmart-vet/veterinary-practice-management/",
          "named": {
            "count": 14,
            "base": 14,
            "rate": 100,
            "lower": 78.5,
            "upper": 100
          }
        },
        {
          "name": "IDEXX (Cornerstone, Neo)",
          "search_aliases": [
            "Cornerstone",
            "IDEXX Neo",
            "IDEXX Veterinary Software"
          ],
          "url": "/vendors/idexx-cornerstone-neo/veterinary-practice-management/",
          "named": {
            "count": 13,
            "base": 14,
            "rate": 92.9,
            "lower": 68.5,
            "upper": 98.7
          }
        },
        {
          "name": "Digitail",
          "search_aliases": [
            "Digitail"
          ],
          "url": "/vendors/digitail/veterinary-practice-management/",
          "named": {
            "count": 9,
            "base": 14,
            "rate": 64.3,
            "lower": 38.8,
            "upper": 83.7
          }
        },
        {
          "name": "ezyVet",
          "search_aliases": [
            "ezyVet by IDEXX"
          ],
          "url": "/vendors/ezyvet/veterinary-practice-management/",
          "named": {
            "count": 7,
            "base": 14,
            "rate": 50,
            "lower": 26.8,
            "upper": 73.2
          }
        },
        {
          "name": "Shepherd",
          "search_aliases": [
            "Shepherd Veterinary Software"
          ],
          "url": "/vendors/shepherd/veterinary-practice-management/",
          "named": {
            "count": 6,
            "base": 14,
            "rate": 42.9,
            "lower": 21.4,
            "upper": 67.4
          }
        },
        {
          "name": "Vetport",
          "search_aliases": [
            "VETport"
          ],
          "url": "/vendors/vetport/veterinary-practice-management/",
          "named": {
            "count": 2,
            "base": 14,
            "rate": 14.3,
            "lower": 4,
            "upper": 39.9
          }
        },
        {
          "name": "Provet",
          "search_aliases": [
            "Provet Cloud"
          ],
          "url": "/vendors/provet/veterinary-practice-management/",
          "named": {
            "count": 1,
            "base": 14,
            "rate": 7.1,
            "lower": 1.3,
            "upper": 31.5
          }
        },
        {
          "name": "Vetspire",
          "search_aliases": [
            "Vetspire AI"
          ],
          "url": "/vendors/vetspire/veterinary-practice-management/",
          "named": {
            "count": 1,
            "base": 14,
            "rate": 7.1,
            "lower": 1.3,
            "upper": 31.5
          }
        },
        {
          "name": "AVImark",
          "search_aliases": [
            "AVImark by Covetrus"
          ],
          "url": "/vendors/avimark/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 14,
            "rate": 0,
            "lower": 0,
            "upper": 21.5
          }
        },
        {
          "name": "ClienTrax",
          "search_aliases": [
            "ClienTrax"
          ],
          "url": "/vendors/clientrax/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 14,
            "rate": 0,
            "lower": 0,
            "upper": 21.5
          }
        },
        {
          "name": "Covetrus Pulse",
          "search_aliases": [
            "eVetPractice",
            "Pulse"
          ],
          "url": "/vendors/covetrus-pulse/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 14,
            "rate": 0,
            "lower": 0,
            "upper": 21.5
          }
        },
        {
          "name": "ImproMed",
          "search_aliases": [
            "ImproMed Infinity",
            "ImproMed Equine"
          ],
          "url": "/vendors/impromed/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 14,
            "rate": 0,
            "lower": 0,
            "upper": 21.5
          }
        },
        {
          "name": "Instinct",
          "search_aliases": [
            "Instinct Science"
          ],
          "url": "/vendors/instinct/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 14,
            "rate": 0,
            "lower": 0,
            "upper": 21.5
          }
        },
        {
          "name": "IntraVet",
          "search_aliases": [
            "IntraVet by Patterson",
            "Patterson Vet"
          ],
          "url": "/vendors/intravet/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 14,
            "rate": 0,
            "lower": 0,
            "upper": 21.5
          }
        },
        {
          "name": "NaVetor",
          "search_aliases": [
            "NaVetor by Patterson"
          ],
          "url": "/vendors/navetor/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 14,
            "rate": 0,
            "lower": 0,
            "upper": 21.5
          }
        },
        {
          "name": "Onward Vet",
          "search_aliases": [
            "Onward Vet"
          ],
          "url": "/vendors/onward-vet/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 14,
            "rate": 0,
            "lower": 0,
            "upper": 21.5
          }
        },
        {
          "name": "VetBadger",
          "search_aliases": [
            "VetBadger"
          ],
          "url": "/vendors/vetbadger/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 14,
            "rate": 0,
            "lower": 0,
            "upper": 21.5
          }
        },
        {
          "name": "VetlinkPRO",
          "search_aliases": [
            "VetlinkPRO"
          ],
          "url": "/vendors/vetlinkpro/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 14,
            "rate": 0,
            "lower": 0,
            "upper": 21.5
          }
        },
        {
          "name": "VIA",
          "search_aliases": [
            "VIA Veterinary Information Systems"
          ],
          "url": "/vendors/via/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 14,
            "rate": 0,
            "lower": 0,
            "upper": 21.5
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "IDEXX (Cornerstone, Neo)",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "ezyVet",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Covetrus Pulse",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AVImark",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ImproMed",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Provet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Shepherd",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Digitail",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "DaySmart Vet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "NaVetor",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IntraVet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetspire",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ClienTrax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Instinct",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetBadger",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetport",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Onward Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetlinkPRO",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VIA",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "IDEXX (Cornerstone, Neo)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ezyVet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Covetrus Pulse",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AVImark",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ImproMed",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Provet",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Shepherd",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Digitail",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "DaySmart Vet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "NaVetor",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IntraVet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetspire",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ClienTrax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Instinct",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetBadger",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetport",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Onward Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetlinkPRO",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VIA",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
          "vendors": [
            {
              "name": "IDEXX (Cornerstone, Neo)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ezyVet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Covetrus Pulse",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AVImark",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ImproMed",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Provet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
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            },
            {
              "name": "Shepherd",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Digitail",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DaySmart Vet",
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                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "NaVetor",
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                "lower": 0,
                "upper": 56.1
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            },
            {
              "name": "IntraVet",
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                "upper": 56.1
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            },
            {
              "name": "Vetspire",
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                "upper": 56.1
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            },
            {
              "name": "ClienTrax",
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                "upper": 56.1
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            },
            {
              "name": "Instinct",
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                "base": 3,
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                "lower": 0,
                "upper": 56.1
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            },
            {
              "name": "VetBadger",
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                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetport",
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                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
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            },
            {
              "name": "Onward Vet",
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetlinkPRO",
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                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VIA",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
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              "name": "IDEXX (Cornerstone, Neo)",
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                "base": 2,
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                "lower": 34.2,
                "upper": 100
              }
            },
            {
              "name": "ezyVet",
              "named": {
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                "base": 2,
                "rate": 50,
                "lower": 9.5,
                "upper": 90.5
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            },
            {
              "name": "Covetrus Pulse",
              "named": {
                "count": 0,
                "base": 2,
                "rate": 0,
                "lower": 0,
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            },
            {
              "name": "AVImark",
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            },
            {
              "name": "ImproMed",
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                "lower": 0,
                "upper": 65.8
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            },
            {
              "name": "Provet",
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            },
            {
              "name": "Shepherd",
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                "upper": 100
              }
            },
            {
              "name": "Digitail",
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                "lower": 9.5,
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            },
            {
              "name": "DaySmart Vet",
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                "count": 2,
                "base": 2,
                "rate": 100,
                "lower": 34.2,
                "upper": 100
              }
            },
            {
              "name": "NaVetor",
              "named": {
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                "base": 2,
                "rate": 0,
                "lower": 0,
                "upper": 65.8
              }
            },
            {
              "name": "IntraVet",
              "named": {
                "count": 0,
                "base": 2,
                "rate": 0,
                "lower": 0,
                "upper": 65.8
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            },
            {
              "name": "Vetspire",
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                "count": 0,
                "base": 2,
                "rate": 0,
                "lower": 0,
                "upper": 65.8
              }
            },
            {
              "name": "ClienTrax",
              "named": {
                "count": 0,
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                "rate": 0,
                "lower": 0,
                "upper": 65.8
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            },
            {
              "name": "Instinct",
              "named": {
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                "upper": 65.8
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            },
            {
              "name": "VetBadger",
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            },
            {
              "name": "Vetport",
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            },
            {
              "name": "Onward Vet",
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                "rate": 0,
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              }
            },
            {
              "name": "VetlinkPRO",
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            },
            {
              "name": "VIA",
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              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
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                "lower": 43.9,
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            },
            {
              "name": "ezyVet",
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            },
            {
              "name": "Covetrus Pulse",
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            },
            {
              "name": "AVImark",
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            },
            {
              "name": "ImproMed",
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            },
            {
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            },
            {
              "name": "Shepherd",
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            },
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                "lower": 43.9,
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            },
            {
              "name": "DaySmart Vet",
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                "base": 3,
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            },
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              "name": "NaVetor",
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            },
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            },
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              "name": "Vetspire",
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                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
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            },
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              "name": "ClienTrax",
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            },
            {
              "name": "Instinct",
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            },
            {
              "name": "VetBadger",
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            },
            {
              "name": "Vetport",
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                "count": 0,
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            },
            {
              "name": "Onward Vet",
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            },
            {
              "name": "VetlinkPRO",
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            },
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          ]
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      ]
    },
    {
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      "category": "Veterinary practice management software",
      "category_id": "veterinary-practice-management",
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            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
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        },
        {
          "name": "IDEXX (Cornerstone, Neo)",
          "search_aliases": [
            "Cornerstone",
            "IDEXX Neo",
            "IDEXX Veterinary Software"
          ],
          "url": "/vendors/idexx-cornerstone-neo/veterinary-practice-management/",
          "named": {
            "count": 11,
            "base": 15,
            "rate": 73.3,
            "lower": 48,
            "upper": 89.1
          }
        },
        {
          "name": "Provet",
          "search_aliases": [
            "Provet Cloud"
          ],
          "url": "/vendors/provet/veterinary-practice-management/",
          "named": {
            "count": 10,
            "base": 15,
            "rate": 66.7,
            "lower": 41.7,
            "upper": 84.8
          }
        },
        {
          "name": "Vetspire",
          "search_aliases": [
            "Vetspire AI"
          ],
          "url": "/vendors/vetspire/veterinary-practice-management/",
          "named": {
            "count": 9,
            "base": 15,
            "rate": 60,
            "lower": 35.7,
            "upper": 80.2
          }
        },
        {
          "name": "AVImark",
          "search_aliases": [
            "AVImark by Covetrus"
          ],
          "url": "/vendors/avimark/veterinary-practice-management/",
          "named": {
            "count": 6,
            "base": 15,
            "rate": 40,
            "lower": 19.8,
            "upper": 64.3
          }
        },
        {
          "name": "ImproMed",
          "search_aliases": [
            "ImproMed Infinity",
            "ImproMed Equine"
          ],
          "url": "/vendors/impromed/veterinary-practice-management/",
          "named": {
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            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
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        },
        {
          "name": "Digitail",
          "search_aliases": [
            "Digitail"
          ],
          "url": "/vendors/digitail/veterinary-practice-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Instinct",
          "search_aliases": [
            "Instinct Science"
          ],
          "url": "/vendors/instinct/veterinary-practice-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "VIA",
          "search_aliases": [
            "VIA Veterinary Information Systems"
          ],
          "url": "/vendors/via/veterinary-practice-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Covetrus Pulse",
          "search_aliases": [
            "eVetPractice",
            "Pulse"
          ],
          "url": "/vendors/covetrus-pulse/veterinary-practice-management/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "Shepherd",
          "search_aliases": [
            "Shepherd Veterinary Software"
          ],
          "url": "/vendors/shepherd/veterinary-practice-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "ClienTrax",
          "search_aliases": [
            "ClienTrax"
          ],
          "url": "/vendors/clientrax/veterinary-practice-management/",
          "named": {
            "count": 0,
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            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "DaySmart Vet",
          "search_aliases": [
            "Vetter",
            "Vetter Software"
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          "url": "/vendors/daysmart-vet/veterinary-practice-management/",
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            "lower": 0,
            "upper": 20.4
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        },
        {
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          "search_aliases": [
            "IntraVet by Patterson",
            "Patterson Vet"
          ],
          "url": "/vendors/intravet/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "NaVetor",
          "search_aliases": [
            "NaVetor by Patterson"
          ],
          "url": "/vendors/navetor/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Onward Vet",
          "search_aliases": [
            "Onward Vet"
          ],
          "url": "/vendors/onward-vet/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
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        },
        {
          "name": "VetBadger",
          "search_aliases": [
            "VetBadger"
          ],
          "url": "/vendors/vetbadger/veterinary-practice-management/",
          "named": {
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            "lower": 0,
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        },
        {
          "name": "VetlinkPRO",
          "search_aliases": [
            "VetlinkPRO"
          ],
          "url": "/vendors/vetlinkpro/veterinary-practice-management/",
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        },
        {
          "name": "Vetport",
          "search_aliases": [
            "VETport"
          ],
          "url": "/vendors/vetport/veterinary-practice-management/",
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        }
      ],
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                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
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            },
            {
              "name": "ezyVet",
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                "base": 3,
                "rate": 100,
                "lower": 43.9,
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            },
            {
              "name": "Covetrus Pulse",
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                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
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              }
            },
            {
              "name": "AVImark",
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                "rate": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "ImproMed",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Provet",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Shepherd",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Digitail",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DaySmart Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "NaVetor",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IntraVet",
              "named": {
                "count": 0,
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                "upper": 56.1
              }
            },
            {
              "name": "Vetspire",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
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            },
            {
              "name": "ClienTrax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Instinct",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "VetBadger",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetport",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Onward Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetlinkPRO",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VIA",
              "named": {
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                "rate": 0,
                "lower": 0,
                "upper": 56.1
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            }
          ]
        },
        {
          "engine": "Claude",
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              "name": "IDEXX (Cornerstone, Neo)",
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                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
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            },
            {
              "name": "ezyVet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
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            },
            {
              "name": "Covetrus Pulse",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AVImark",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ImproMed",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Provet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Shepherd",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Digitail",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DaySmart Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "NaVetor",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IntraVet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetspire",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ClienTrax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Instinct",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetBadger",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetport",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Onward Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetlinkPRO",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VIA",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
          "vendors": [
            {
              "name": "IDEXX (Cornerstone, Neo)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ezyVet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Covetrus Pulse",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "AVImark",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ImproMed",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Provet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Shepherd",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Digitail",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "DaySmart Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "NaVetor",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IntraVet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetspire",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "ClienTrax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Instinct",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetBadger",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetport",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Onward Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetlinkPRO",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VIA",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
          "vendors": [
            {
              "name": "IDEXX (Cornerstone, Neo)",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "ezyVet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Covetrus Pulse",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AVImark",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ImproMed",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Provet",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Shepherd",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Digitail",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "DaySmart Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "NaVetor",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IntraVet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetspire",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "ClienTrax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Instinct",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetBadger",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetport",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Onward Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetlinkPRO",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VIA",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "IDEXX (Cornerstone, Neo)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ezyVet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Covetrus Pulse",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AVImark",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ImproMed",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Provet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Shepherd",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Digitail",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "DaySmart Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "NaVetor",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IntraVet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetspire",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ClienTrax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Instinct",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "VetBadger",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetport",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Onward Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetlinkPRO",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VIA",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q4",
      "text": "what are the best alternatives to IDEXX Cornerstone",
      "type": "alternative",
      "category": "Veterinary practice management software",
      "category_id": "veterinary-practice-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "ezyVet",
          "search_aliases": [
            "ezyVet by IDEXX"
          ],
          "url": "/vendors/ezyvet/veterinary-practice-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "IDEXX (Cornerstone, Neo)",
          "search_aliases": [
            "Cornerstone",
            "IDEXX Neo",
            "IDEXX Veterinary Software"
          ],
          "url": "/vendors/idexx-cornerstone-neo/veterinary-practice-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "Provet",
          "search_aliases": [
            "Provet Cloud"
          ],
          "url": "/vendors/provet/veterinary-practice-management/",
          "named": {
            "count": 10,
            "base": 15,
            "rate": 66.7,
            "lower": 41.7,
            "upper": 84.8
          }
        },
        {
          "name": "AVImark",
          "search_aliases": [
            "AVImark by Covetrus"
          ],
          "url": "/vendors/avimark/veterinary-practice-management/",
          "named": {
            "count": 9,
            "base": 15,
            "rate": 60,
            "lower": 35.7,
            "upper": 80.2
          }
        },
        {
          "name": "Covetrus Pulse",
          "search_aliases": [
            "eVetPractice",
            "Pulse"
          ],
          "url": "/vendors/covetrus-pulse/veterinary-practice-management/",
          "named": {
            "count": 9,
            "base": 15,
            "rate": 60,
            "lower": 35.7,
            "upper": 80.2
          }
        },
        {
          "name": "Shepherd",
          "search_aliases": [
            "Shepherd Veterinary Software"
          ],
          "url": "/vendors/shepherd/veterinary-practice-management/",
          "named": {
            "count": 9,
            "base": 15,
            "rate": 60,
            "lower": 35.7,
            "upper": 80.2
          }
        },
        {
          "name": "Digitail",
          "search_aliases": [
            "Digitail"
          ],
          "url": "/vendors/digitail/veterinary-practice-management/",
          "named": {
            "count": 8,
            "base": 15,
            "rate": 53.3,
            "lower": 30.1,
            "upper": 75.2
          }
        },
        {
          "name": "DaySmart Vet",
          "search_aliases": [
            "Vetter",
            "Vetter Software"
          ],
          "url": "/vendors/daysmart-vet/veterinary-practice-management/",
          "named": {
            "count": 5,
            "base": 15,
            "rate": 33.3,
            "lower": 15.2,
            "upper": 58.3
          }
        },
        {
          "name": "ImproMed",
          "search_aliases": [
            "ImproMed Infinity",
            "ImproMed Equine"
          ],
          "url": "/vendors/impromed/veterinary-practice-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Vetport",
          "search_aliases": [
            "VETport"
          ],
          "url": "/vendors/vetport/veterinary-practice-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "Instinct",
          "search_aliases": [
            "Instinct Science"
          ],
          "url": "/vendors/instinct/veterinary-practice-management/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "NaVetor",
          "search_aliases": [
            "NaVetor by Patterson"
          ],
          "url": "/vendors/navetor/veterinary-practice-management/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "Vetspire",
          "search_aliases": [
            "Vetspire AI"
          ],
          "url": "/vendors/vetspire/veterinary-practice-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "ClienTrax",
          "search_aliases": [
            "ClienTrax"
          ],
          "url": "/vendors/clientrax/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "IntraVet",
          "search_aliases": [
            "IntraVet by Patterson",
            "Patterson Vet"
          ],
          "url": "/vendors/intravet/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "Onward Vet",
          "search_aliases": [
            "Onward Vet"
          ],
          "url": "/vendors/onward-vet/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "VetBadger",
          "search_aliases": [
            "VetBadger"
          ],
          "url": "/vendors/vetbadger/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "VetlinkPRO",
          "search_aliases": [
            "VetlinkPRO"
          ],
          "url": "/vendors/vetlinkpro/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        },
        {
          "name": "VIA",
          "search_aliases": [
            "VIA Veterinary Information Systems"
          ],
          "url": "/vendors/via/veterinary-practice-management/",
          "named": {
            "count": 0,
            "base": 15,
            "rate": 0,
            "lower": 0,
            "upper": 20.4
          }
        }
      ],
      "engine_presence": [
        {
          "engine": "ChatGPT",
          "vendors": [
            {
              "name": "IDEXX (Cornerstone, Neo)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ezyVet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Covetrus Pulse",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "AVImark",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ImproMed",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Provet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Shepherd",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Digitail",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "DaySmart Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "NaVetor",
              "named": {
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                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IntraVet",
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                "upper": 56.1
              }
            },
            {
              "name": "Vetspire",
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                "upper": 56.1
              }
            },
            {
              "name": "ClienTrax",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Instinct",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "VetBadger",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetport",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Onward Vet",
              "named": {
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                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetlinkPRO",
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                "upper": 56.1
              }
            },
            {
              "name": "VIA",
              "named": {
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                "base": 3,
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                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Claude",
          "vendors": [
            {
              "name": "IDEXX (Cornerstone, Neo)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ezyVet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Covetrus Pulse",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "AVImark",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ImproMed",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Provet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Shepherd",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Digitail",
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                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "DaySmart Vet",
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                "upper": 56.1
              }
            },
            {
              "name": "NaVetor",
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                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "IntraVet",
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                "base": 3,
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                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetspire",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ClienTrax",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Instinct",
              "named": {
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                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetBadger",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetport",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Onward Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetlinkPRO",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VIA",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Perplexity",
          "vendors": [
            {
              "name": "IDEXX (Cornerstone, Neo)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ezyVet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Covetrus Pulse",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "AVImark",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "ImproMed",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "Provet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Shepherd",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Digitail",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "DaySmart Vet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "NaVetor",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IntraVet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetspire",
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                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ClienTrax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Instinct",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetBadger",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetport",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Onward Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetlinkPRO",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VIA",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Overviews",
          "vendors": [
            {
              "name": "IDEXX (Cornerstone, Neo)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ezyVet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Covetrus Pulse",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "AVImark",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ImproMed",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Provet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Shepherd",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Digitail",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "DaySmart Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "NaVetor",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IntraVet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetspire",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "ClienTrax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Instinct",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetBadger",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetport",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Onward Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetlinkPRO",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VIA",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        },
        {
          "engine": "Google AI Mode",
          "vendors": [
            {
              "name": "IDEXX (Cornerstone, Neo)",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "ezyVet",
              "named": {
                "count": 3,
                "base": 3,
                "rate": 100,
                "lower": 43.9,
                "upper": 100
              }
            },
            {
              "name": "Covetrus Pulse",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "AVImark",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "ImproMed",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Provet",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Shepherd",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "Digitail",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "DaySmart Vet",
              "named": {
                "count": 2,
                "base": 3,
                "rate": 66.7,
                "lower": 20.8,
                "upper": 93.9
              }
            },
            {
              "name": "NaVetor",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "IntraVet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetspire",
              "named": {
                "count": 1,
                "base": 3,
                "rate": 33.3,
                "lower": 6.1,
                "upper": 79.2
              }
            },
            {
              "name": "ClienTrax",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Instinct",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetBadger",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Vetport",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "Onward Vet",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VetlinkPRO",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            },
            {
              "name": "VIA",
              "named": {
                "count": 0,
                "base": 3,
                "rate": 0,
                "lower": 0,
                "upper": 56.1
              }
            }
          ]
        }
      ]
    },
    {
      "id": "q5",
      "text": "what are the best alternatives to ezyVet",
      "type": "alternative",
      "category": "Veterinary practice management software",
      "category_id": "veterinary-practice-management",
      "version": "2026-09.1",
      "excluded_answers": 0,
      "base": 15,
      "vendors": [
        {
          "name": "ezyVet",
          "search_aliases": [
            "ezyVet by IDEXX"
          ],
          "url": "/vendors/ezyvet/veterinary-practice-management/",
          "named": {
            "count": 15,
            "base": 15,
            "rate": 100,
            "lower": 79.6,
            "upper": 100
          }
        },
        {
          "name": "IDEXX (Cornerstone, Neo)",
          "search_aliases": [
            "Cornerstone",
            "IDEXX Neo",
            "IDEXX Veterinary Software"
          ],
          "url": "/vendors/idexx-cornerstone-neo/veterinary-practice-management/",
          "named": {
            "count": 14,
            "base": 15,
            "rate": 93.3,
            "lower": 70.2,
            "upper": 98.8
          }
        },
        {
          "name": "Covetrus Pulse",
          "search_aliases": [
            "eVetPractice",
            "Pulse"
          ],
          "url": "/vendors/covetrus-pulse/veterinary-practice-management/",
          "named": {
            "count": 13,
            "base": 15,
            "rate": 86.7,
            "lower": 62.1,
            "upper": 96.3
          }
        },
        {
          "name": "DaySmart Vet",
          "search_aliases": [
            "Vetter",
            "Vetter Software"
          ],
          "url": "/vendors/daysmart-vet/veterinary-practice-management/",
          "named": {
            "count": 12,
            "base": 15,
            "rate": 80,
            "lower": 54.8,
            "upper": 93
          }
        },
        {
          "name": "Digitail",
          "search_aliases": [
            "Digitail"
          ],
          "url": "/vendors/digitail/veterinary-practice-management/",
          "named": {
            "count": 11,
            "base": 15,
            "rate": 73.3,
            "lower": 48,
            "upper": 89.1
          }
        },
        {
          "name": "Provet",
          "search_aliases": [
            "Provet Cloud"
          ],
          "url": "/vendors/provet/veterinary-practice-management/",
          "named": {
            "count": 10,
            "base": 15,
            "rate": 66.7,
            "lower": 41.7,
            "upper": 84.8
          }
        },
        {
          "name": "Shepherd",
          "search_aliases": [
            "Shepherd Veterinary Software"
          ],
          "url": "/vendors/shepherd/veterinary-practice-management/",
          "named": {
            "count": 10,
            "base": 15,
            "rate": 66.7,
            "lower": 41.7,
            "upper": 84.8
          }
        },
        {
          "name": "AVImark",
          "search_aliases": [
            "AVImark by Covetrus"
          ],
          "url": "/vendors/avimark/veterinary-practice-management/",
          "named": {
            "count": 7,
            "base": 15,
            "rate": 46.7,
            "lower": 24.8,
            "upper": 69.9
          }
        },
        {
          "name": "Instinct",
          "search_aliases": [
            "Instinct Science"
          ],
          "url": "/vendors/instinct/veterinary-practice-management/",
          "named": {
            "count": 4,
            "base": 15,
            "rate": 26.7,
            "lower": 10.9,
            "upper": 52
          }
        },
        {
          "name": "Vetspire",
          "search_aliases": [
            "Vetspire AI"
          ],
          "url": "/vendors/vetspire/veterinary-practice-management/",
          "named": {
            "count": 3,
            "base": 15,
            "rate": 20,
            "lower": 7,
            "upper": 45.2
          }
        },
        {
          "name": "ImproMed",
          "search_aliases": [
            "ImproMed Infinity",
            "ImproMed Equine"
          ],
          "url": "/vendors/impromed/veterinary-practice-management/",
          "named": {
            "count": 2,
            "base": 15,
            "rate": 13.3,
            "lower": 3.7,
            "upper": 37.9
          }
        },
        {
          "name": "VIA",
          "search_aliases": [
            "VIA Veterinary Information Systems"
          ],
          "url": "/vendors/via/veterinary-practice-management/",
          "named": {
            "count": 1,
            "base": 15,
            "rate": 6.7,
            "lower": 1.2,
            "upper": 29.8
          }
        },
        {
          "name": "ClienTrax",
          "search_aliases": [
            "ClienTrax"
          ],
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