2026-09.1 record

Transportation management systems

Most named checked vendor

64 of 150 valid answers named AscendTMS

64 of 150 valid answers, 42.7% (Wilson 95% interval 35.0% to 50.7%)

Observed answers on stated dates, not a ranking. This is not a judgment of product quality.

Release 2026-09, version 2026-09.1. Method v1.1. DOI 10.5281/zenodo.22907695

Software a shipper, freight broker or 3PL uses to plan, book, dispatch, track and settle freight across carriers and modes.

Observed answers on stated dates, not a ranking. This is not a judgment of product quality.

Capture date: 2026-09-21. The Index measures observed naming, not service quality or product merit.

Commissioned engagement: no.

Dispute policy · Explore the buyer questions

Discuss this category's evidence

Criteria Maps

Observed buyer requirements before the first vendor in source answers captured on 22 and 23 September 2026. 150 valid source answers from 150 scheduled runs. These observations are separate from the original Index release figures.

Each vendor figure uses the median across the five most named vendors in the frozen category release, including zero counts. Adjacency compares distinct source answers for the same criterion; page coverage compares criteria for the same page state. Medians are descriptive and have no confidence interval.

Prepared by the Broadcastwell team. Team review: in progress. Zero analyst verified criteria.

The AI written RFP; Study DOI 10.5281/zenodo.23271935. Source DOI 10.5281/zenodo.22907695. CC BY 4.0.

Observed source answer frequencies. Wilson intervals describe the calculation, not independent population inference. Repeated runs are not independent performance tests. Page comparisons cover only the dated page and stated scope. An unstated claim is not an absent product feature.

Any named company may request one no-cost re-run at index@broadcastwell.com; both results are published.

Checklist Audit $490. Every figure comes from the published method, v1.1.

Fit with the stated transportation operating needs
28 of 150; 18.7%; Wilson 95% interval 13.2% to 25.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs; Claude, q1: 2 of 3 runs; Claude, q2: 1 of 3 runs; Claude, q3: 3 of 3 runs; Claude, q9: 2 of 3 runs; Perplexity, q1: 1 of 3 runs; Perplexity, q9: 3 of 3 runs; Perplexity, q10: 3 of 3 runs; Google AI Overviews, q1: 1 of 3 runs; Google AI Overviews, q3: 2 of 3 runs; Google AI Overviews, q9: 1 of 3 runs; Google AI Overviews, q10: 1 of 3 runs; Google AI Mode, q1: 2 of 3 runs; Google AI Mode, q2: 1 of 3 runs; Google AI Mode, q3: 2 of 3 runs
Deposited source answers transportation-management-systems|q10|Google AI Overviews|1; transportation-management-systems|q10|Perplexity|1; transportation-management-systems|q10|Perplexity|2; transportation-management-systems|q10|Perplexity|3; transportation-management-systems|q1|Claude|1; transportation-management-systems|q1|Claude|3; transportation-management-systems|q1|Google AI Mode|1; transportation-management-systems|q1|Google AI Mode|3; transportation-management-systems|q1|Google AI Overviews|2; transportation-management-systems|q1|Perplexity|1; transportation-management-systems|q2|Claude|3; transportation-management-systems|q2|Google AI Mode|1; transportation-management-systems|q3|Claude|1; transportation-management-systems|q3|Claude|2; transportation-management-systems|q3|Claude|3; transportation-management-systems|q3|Google AI Mode|2; transportation-management-systems|q3|Google AI Mode|3; transportation-management-systems|q3|Google AI Overviews|2; transportation-management-systems|q3|Google AI Overviews|3; transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Overviews|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://www.dashdoc.com/en-US/blog/essential-tms-features-transportation-2025: 1 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 2 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 1 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 1 source answers; https://www.manh.com/our-insights/resources/articles/key-modules-and-features-transportation-management-system: 1 source answers; https://www.netsuite.com/portal/resource/articles/erp/transportation-management-system.shtml: 1 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 1 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/?utm_source=openai: 1 source answers; https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers; https://www.supplychaindesk.com/blog/best-tms-software/: 2 source answers; https://www.supplychaindesk.com/blog/tms-for-shippers/: 2 source answers; No source shown: 22 source answers
- 3Gtms: 5 of 150; 3.3%; Wilson 95% interval 1.4% to 7.6%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q10|Google AI Overviews|1; transportation-management-systems|q1|Claude|1; transportation-management-systems|q1|Claude|3; transportation-management-systems|q1|Google AI Mode|1; transportation-management-systems|q1|Perplexity|1
  https://gofreight.com/blog/best-tms-software: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%; https://ustechautomations.com/resources/blog/best-tms-software-for-freight-brokers-vs-manual-2026: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%; No source shown: 4 of 150; 2.7%; Wilson 95% interval 1.0% to 6.7%. Category median 5 of 150; 3.3%
- ARK TMS: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Claude|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 5 of 150; 3.3%
- Alvys: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Claude|1
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 5 of 150; 3.3%
- AscendTMS: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Claude|3; transportation-management-systems|q2|Google AI Mode|1
  No source shown: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 5 of 150; 3.3%
- Blue Yonder: 7 of 150; 4.7%; Wilson 95% interval 2.3% to 9.3%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q3|Claude|1; transportation-management-systems|q3|Claude|2; transportation-management-systems|q3|Claude|3; transportation-management-systems|q3|Google AI Mode|2; transportation-management-systems|q3|Google AI Mode|3; transportation-management-systems|q3|Google AI Overviews|2; transportation-management-systems|q3|Google AI Overviews|3
  No source shown: 7 of 150; 4.7%; Wilson 95% interval 2.3% to 9.3%. Category median 5 of 150; 3.3%
- BrokerPro: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Perplexity|1
  https://www.brokerpro.com/compare/brokerpro-vs-ascend-tms/: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%; https://www.brokerpro.com/resources/ultimate-guide-tms-software-for-freight-brokers/: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- Descartes / MercuryGate (Infios): 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q3|Google AI Overviews|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 5 of 150; 3.3%
- Descartes Aljex: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Claude|1; transportation-management-systems|q1|Claude|3
  No source shown: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 5 of 150; 3.3%
- E2open TMS: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q3|Google AI Overviews|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 5 of 150; 3.3%
- EZ Loader TMS: 5 of 150; 3.3%; Wilson 95% interval 1.4% to 7.6%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Claude|1; transportation-management-systems|q1|Claude|3; transportation-management-systems|q1|Google AI Mode|1; transportation-management-systems|q1|Google AI Mode|3; transportation-management-systems|q1|Google AI Overviews|2
  No source shown: 5 of 150; 3.3%; Wilson 95% interval 1.4% to 7.6%. Category median 5 of 150; 3.3%
- Infios: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q3|Google AI Mode|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 5 of 150; 3.3%
- Kuebix: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q10|Perplexity|2; transportation-management-systems|q10|Perplexity|3
  https://www.dashdoc.com/en-US/blog/best-tms-software-us: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%; https://www.supplychaindesk.com/blog/tms-for-shippers/: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- Manhattan Active Transportation Management: 5 of 150; 3.3%; Wilson 95% interval 1.4% to 7.6%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q3|Claude|1; transportation-management-systems|q3|Claude|2; transportation-management-systems|q3|Claude|3; transportation-management-systems|q3|Google AI Mode|2; transportation-management-systems|q3|Google AI Overviews|2
  No source shown: 5 of 150; 3.3%; Wilson 95% interval 1.4% to 7.6%. Category median 5 of 150; 3.3%
- McLeod Software: 4 of 150; 2.7%; Wilson 95% interval 1.0% to 6.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Claude|1; transportation-management-systems|q1|Claude|3; transportation-management-systems|q1|Google AI Mode|3; transportation-management-systems|q1|Perplexity|1
  https://gofreight.com/blog/best-tms-software: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%; https://ustechautomations.com/resources/blog/best-tms-software-for-freight-brokers-vs-manual-2026: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%; No source shown: 3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Category median 5 of 150; 3.3%
- MercuryGate: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Perplexity|1
  https://gofreight.com/blog/best-tms-software: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%; https://ustechautomations.com/resources/blog/best-tms-software-for-freight-brokers-vs-manual-2026: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- Motive: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Claude|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 5 of 150; 3.3%
- MyCarrier: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q10|Google AI Overviews|1
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 5 of 150; 3.3%
- Oracle Transportation Management: 6 of 150; 4.0%; Wilson 95% interval 1.8% to 8.5%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q3|Claude|1; transportation-management-systems|q3|Claude|2; transportation-management-systems|q3|Claude|3; transportation-management-systems|q3|Google AI Mode|2; transportation-management-systems|q3|Google AI Overviews|2; transportation-management-systems|q3|Google AI Overviews|3
  No source shown: 6 of 150; 4.0%; Wilson 95% interval 1.8% to 8.5%. Category median 5 of 150; 3.3%
- Quote Factory: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Google AI Mode|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 5 of 150; 3.3%
- Rose Rocket: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q10|Perplexity|3
  https://www.dashdoc.com/en-US/blog/best-tms-software-us: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- SAP Transportation Management: 7 of 150; 4.7%; Wilson 95% interval 2.3% to 9.3%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q3|Claude|1; transportation-management-systems|q3|Claude|2; transportation-management-systems|q3|Claude|3; transportation-management-systems|q3|Google AI Mode|2; transportation-management-systems|q3|Google AI Mode|3; transportation-management-systems|q3|Google AI Overviews|2; transportation-management-systems|q3|Google AI Overviews|3
  No source shown: 7 of 150; 4.7%; Wilson 95% interval 2.3% to 9.3%. Category median 5 of 150; 3.3%
- Shipwell: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q10|Perplexity|1
  https://pickmysoft.com/blog/best-transportation-management-software: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%; https://www.wearewarp.com/best-tms-for-shippers: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- Sunnybrook: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Claude|1; transportation-management-systems|q1|Google AI Mode|3
  No source shown: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 5 of 150; 3.3%
- Tai TMS: 6 of 150; 4.0%; Wilson 95% interval 1.8% to 8.5%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Claude|1; transportation-management-systems|q1|Claude|3; transportation-management-systems|q1|Google AI Mode|1; transportation-management-systems|q1|Google AI Mode|3; transportation-management-systems|q1|Google AI Overviews|2; transportation-management-systems|q1|Perplexity|1
  https://gitnux.org/best/tms-broker-software/: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%; https://www.supplychaindesk.com/blog/tms-for-freight-brokers/: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%; No source shown: 5 of 150; 3.3%; Wilson 95% interval 1.4% to 7.6%. Category median 5 of 150; 3.3%
- Toro TMS: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Claude|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 5 of 150; 3.3%
- Trimble: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q10|Perplexity|2; transportation-management-systems|q3|Google AI Mode|3
  https://www.supplychaindesk.com/blog/tms-for-shippers/: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%; No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 5 of 150; 3.3%
- TruckLogics: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Google AI Mode|1
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 5 of 150; 3.3%
- Truckbase: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Claude|3; transportation-management-systems|q2|Google AI Mode|1
  No source shown: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 5 of 150; 3.3%
- TruckingOffice: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Claude|3; transportation-management-systems|q2|Google AI Mode|1
  No source shown: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 5 of 150; 3.3%
- Truckpedia: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Claude|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 5 of 150; 3.3%
- Truckstop TMS: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Perplexity|1
  https://gitnux.org/best/freight-broker-tms-software/: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%; https://ratings.freightwaves.com/best-tms-freight-broker-software/: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%; https://www.guideflow.com/blog/freight-broker-software: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- Turvo: 5 of 150; 3.3%; Wilson 95% interval 1.4% to 7.6%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Claude|1; transportation-management-systems|q1|Claude|3; transportation-management-systems|q1|Google AI Mode|1; transportation-management-systems|q1|Google AI Mode|3; transportation-management-systems|q1|Google AI Overviews|2
  No source shown: 5 of 150; 3.3%; Wilson 95% interval 1.4% to 7.6%. Category median 5 of 150; 3.3%
- Warp TMS: 4 of 150; 2.7%; Wilson 95% interval 1.0% to 6.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q10|Google AI Overviews|1; transportation-management-systems|q10|Perplexity|1; transportation-management-systems|q10|Perplexity|2; transportation-management-systems|q10|Perplexity|3
  https://pickmysoft.com/blog/best-transportation-management-software: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%; https://www.wearewarp.com/best-tms-for-shippers: 3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Category median 0 of 150; 0.0%; No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 5 of 150; 3.3%
- e2open: 4 of 150; 2.7%; Wilson 95% interval 1.0% to 6.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q3|Claude|1; transportation-management-systems|q3|Claude|2; transportation-management-systems|q3|Claude|3; transportation-management-systems|q3|Google AI Mode|3
  No source shown: 4 of 150; 2.7%; Wilson 95% interval 1.0% to 6.7%. Category median 5 of 150; 3.3%
- e2open Transportation Management: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 6 of 150; 4.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q3|Google AI Mode|2
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 5 of 150; 3.3%
Automation of repetitive transportation work
17 of 150; 11.3%; Wilson 95% interval 7.2% to 17.4%. Team review: in progress.
Runs, sources and adjacent vendors
Claude, q9: 3 of 3 runs; Claude, q10: 1 of 3 runs; Perplexity, q9: 2 of 3 runs; Google AI Overviews, q1: 1 of 3 runs; Google AI Overviews, q2: 2 of 3 runs; Google AI Overviews, q9: 3 of 3 runs; Google AI Mode, q1: 2 of 3 runs; Google AI Mode, q2: 2 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q10|Claude|1; transportation-management-systems|q1|Google AI Mode|1; transportation-management-systems|q1|Google AI Mode|2; transportation-management-systems|q1|Google AI Overviews|2; transportation-management-systems|q2|Google AI Mode|1; transportation-management-systems|q2|Google AI Mode|3; transportation-management-systems|q2|Google AI Overviews|2; transportation-management-systems|q2|Google AI Overviews|3; transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Google AI Overviews|1; transportation-management-systems|q9|Google AI Overviews|2; transportation-management-systems|q9|Google AI Overviews|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2
https://saigontechnology.com/blog/transportation-management-system/: 1 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 1 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 1 source answers; https://www.warehousingandfulfillment.com/warehousing-and-fulfillment-resources/transportation-management-systems-11-key-features-benefits/: 1 source answers; No source shown: 16 source answers
- Alvys: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Google AI Mode|1; transportation-management-systems|q2|Google AI Mode|1
  No source shown: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%
- Datatruck: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Google AI Overviews|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- EZ Loader TMS: 3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Google AI Mode|1; transportation-management-systems|q1|Google AI Mode|2; transportation-management-systems|q1|Google AI Overviews|2
  No source shown: 3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Category median 0 of 150; 0.0%
- Numeo One: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Google AI Mode|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- Tai TMS: 3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Google AI Mode|1; transportation-management-systems|q1|Google AI Mode|2; transportation-management-systems|q1|Google AI Overviews|2
  No source shown: 3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Category median 0 of 150; 0.0%
- TenTrucks: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Google AI Overviews|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- TruckLogics: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Google AI Overviews|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- Truckbase: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Google AI Mode|1; transportation-management-systems|q2|Google AI Mode|3
  No source shown: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%
Shipment tracking and status visibility
16 of 150; 10.7%; Wilson 95% interval 6.7% to 16.6%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs; Claude, q1: 1 of 3 runs; Claude, q9: 3 of 3 runs; Perplexity, q9: 3 of 3 runs; Google AI Overviews, q9: 3 of 3 runs; Google AI Mode, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q1|Claude|2; transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Google AI Mode|2; transportation-management-systems|q9|Google AI Mode|3; transportation-management-systems|q9|Google AI Overviews|1; transportation-management-systems|q9|Google AI Overviews|2; transportation-management-systems|q9|Google AI Overviews|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 3 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 1 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 3 source answers; https://www.manh.com/our-insights/resources/articles/key-modules-and-features-transportation-management-system: 3 source answers; https://www.netsuite.com/portal/resource/articles/erp/transportation-management-system.shtml: 3 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 3 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/?utm_source=openai: 2 source answers; https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers; No source shown: 10 source answers
- Turvo: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Claude|2
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
Route planning and optimization
15 of 150; 10.0%; Wilson 95% interval 6.2% to 15.8%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs; Claude, q9: 3 of 3 runs; Perplexity, q9: 3 of 3 runs; Google AI Overviews, q9: 3 of 3 runs; Google AI Mode, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Google AI Mode|2; transportation-management-systems|q9|Google AI Mode|3; transportation-management-systems|q9|Google AI Overviews|1; transportation-management-systems|q9|Google AI Overviews|2; transportation-management-systems|q9|Google AI Overviews|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://saigontechnology.com/blog/transportation-management-system/: 3 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 2 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 2 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 3 source answers; https://www.manh.com/our-insights/resources/articles/key-modules-and-features-transportation-management-system: 2 source answers; https://www.netsuite.com/portal/resource/articles/erp/transportation-management-system.shtml: 3 source answers; https://www.oracle.com/scm/logistics/?utm_source=openai: 1 source answers; https://www.oracle.com/scm/logistics/transportation-management/?utm_source=openai: 1 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 3 source answers; https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers; https://www.warehousingandfulfillment.com/warehousing-and-fulfillment-resources/transportation-management-systems-11-key-features-benefits/: 1 source answers; No source shown: 9 source answers
No adjacent vendor passage coded for this criterion.
Transportation reporting and analytics
14 of 150; 9.3%; Wilson 95% interval 5.6% to 15.1%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs; Claude, q1: 1 of 3 runs; Claude, q9: 3 of 3 runs; Perplexity, q9: 3 of 3 runs; Google AI Overviews, q9: 3 of 3 runs; Google AI Mode, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q1|Claude|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Google AI Mode|2; transportation-management-systems|q9|Google AI Mode|3; transportation-management-systems|q9|Google AI Overviews|1; transportation-management-systems|q9|Google AI Overviews|2; transportation-management-systems|q9|Google AI Overviews|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 3 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 2 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 1 source answers; https://www.manh.com/our-insights/resources/articles/key-modules-and-features-transportation-management-system: 3 source answers; https://www.netsuite.com/portal/resource/articles/erp/transportation-management-system.shtml: 3 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 3 source answers; https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers; No source shown: 10 source answers
No adjacent vendor passage coded for this criterion.
Connections with existing transportation and business systems
13 of 150; 8.7%; Wilson 95% interval 5.1% to 14.3%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs; Claude, q9: 3 of 3 runs; Perplexity, q9: 3 of 3 runs; Google AI Overviews, q9: 1 of 3 runs; Google AI Mode, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Google AI Mode|2; transportation-management-systems|q9|Google AI Mode|3; transportation-management-systems|q9|Google AI Overviews|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://help.sap.com/docs/SAP_TRANSPORTATION_MANAGEMENT/54cf405c9d9e4c96bf091967ea29d6a7/04474a8485384e3fbfcb346d943b3217.html?utm_source=openai: 1 source answers; https://help.sap.com/docs/SAP_TRANSPORTATION_MANAGEMENT/54cf405c9d9e4c96bf091967ea29d6a7/ba957b57fc8fab6be10000000a4450e5.html?utm_source=openai: 1 source answers; https://saigontechnology.com/blog/transportation-management-system/: 3 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 2 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 1 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 3 source answers; https://www.manh.com/our-insights/resources/articles/key-modules-and-features-transportation-management-system: 2 source answers; https://www.netsuite.com/portal/resource/articles/erp/transportation-management-system.shtml: 2 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 2 source answers; https://www.warehousingandfulfillment.com/warehousing-and-fulfillment-resources/transportation-management-systems-11-key-features-benefits/: 3 source answers; No source shown: 8 source answers
No adjacent vendor passage coded for this criterion.
Invoice reconciliation and freight charge audits
13 of 150; 8.7%; Wilson 95% interval 5.1% to 14.3%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs; Claude, q9: 3 of 3 runs; Perplexity, q9: 3 of 3 runs; Google AI Overviews, q9: 3 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Mode|3; transportation-management-systems|q9|Google AI Overviews|1; transportation-management-systems|q9|Google AI Overviews|2; transportation-management-systems|q9|Google AI Overviews|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://learning.sap.com/courses/cloud-onboarding-for-sap-transportation-management-for-s-4hana-cloud-private-edition-extra-stack/learning-about-the-sap-transportation-management-solution?utm_source=openai: 1 source answers; https://learning.sap.com/courses/discovering-sap-s-4hana-transportation-management/understanding-capabilities-of-sap-transportation-management_cf48b4af-36de-411f-b5f2-9e3073fb8a3a?utm_source=openai: 1 source answers; https://saigontechnology.com/blog/transportation-management-system/: 3 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 3 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 1 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 1 source answers; https://www.manh.com/our-insights/resources/articles/key-modules-and-features-transportation-management-system: 2 source answers; https://www.netsuite.com/portal/resource/articles/erp/transportation-management-system.shtml: 3 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 3 source answers; https://www.warehousingandfulfillment.com/warehousing-and-fulfillment-resources/transportation-management-systems-11-key-features-benefits/: 2 source answers; No source shown: 8 source answers
No adjacent vendor passage coded for this criterion.
Support for required freight transportation modes
13 of 150; 8.7%; Wilson 95% interval 5.1% to 14.3%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs; Claude, q9: 3 of 3 runs; Perplexity, q9: 3 of 3 runs; Google AI Overviews, q1: 1 of 3 runs; Google AI Overviews, q3: 1 of 3 runs; Google AI Mode, q1: 1 of 3 runs; Google AI Mode, q3: 1 of 3 runs
Deposited source answers transportation-management-systems|q1|Google AI Mode|1; transportation-management-systems|q1|Google AI Overviews|2; transportation-management-systems|q3|Google AI Mode|3; transportation-management-systems|q3|Google AI Overviews|2; transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://saigontechnology.com/blog/transportation-management-system/: 3 source answers; https://www.dashdoc.com/en-US/blog/essential-tms-features-transportation-2025: 1 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 3 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 3 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/?utm_source=openai: 2 source answers; No source shown: 8 source answers
- 3Gtms: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Google AI Mode|1
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- Blue Yonder: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q3|Google AI Overviews|2
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- EZ Loader TMS: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Google AI Mode|1; transportation-management-systems|q1|Google AI Overviews|2
  No source shown: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%
- Infios: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q3|Google AI Mode|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- Trimble: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q3|Google AI Mode|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- e2open: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q3|Google AI Overviews|2
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
Carrier selection
12 of 150; 8.0%; Wilson 95% interval 4.6% to 13.5%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs; Claude, q9: 3 of 3 runs; Perplexity, q9: 3 of 3 runs; Google AI Overviews, q9: 2 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Google AI Overviews|2; transportation-management-systems|q9|Google AI Overviews|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://saigontechnology.com/blog/transportation-management-system/: 1 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 3 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 3 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 1 source answers; https://www.manh.com/our-insights/resources/articles/key-modules-and-features-transportation-management-system: 1 source answers; https://www.netsuite.com/portal/resource/articles/erp/transportation-management-system.shtml: 2 source answers; https://www.oracle.com/scm/logistics/?utm_source=openai: 1 source answers; https://www.oracle.com/scm/logistics/transportation-management/?utm_source=openai: 1 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 2 source answers; https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers; https://www.warehousingandfulfillment.com/warehousing-and-fulfillment-resources/transportation-management-systems-11-key-features-benefits/: 2 source answers; No source shown: 6 source answers
No adjacent vendor passage coded for this criterion.
Delivery service reporting
12 of 150; 8.0%; Wilson 95% interval 4.6% to 13.5%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs; Claude, q9: 3 of 3 runs; Perplexity, q9: 3 of 3 runs; Google AI Overviews, q9: 3 of 3 runs; Google AI Mode, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Google AI Mode|2; transportation-management-systems|q9|Google AI Overviews|1; transportation-management-systems|q9|Google AI Overviews|2; transportation-management-systems|q9|Google AI Overviews|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 3 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 1 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 1 source answers; https://www.manh.com/our-insights/resources/articles/key-modules-and-features-transportation-management-system: 3 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 3 source answers; No source shown: 9 source answers
No adjacent vendor passage coded for this criterion.
Limited implementation and administrative complexity
12 of 150; 8.0%; Wilson 95% interval 4.6% to 13.5%. Team review: in progress.
Runs, sources and adjacent vendors
Claude, q2: 2 of 3 runs; Claude, q10: 3 of 3 runs; Perplexity, q10: 3 of 3 runs; Google AI Mode, q2: 1 of 3 runs; Google AI Mode, q10: 3 of 3 runs
Deposited source answers transportation-management-systems|q10|Claude|1; transportation-management-systems|q10|Claude|2; transportation-management-systems|q10|Claude|3; transportation-management-systems|q10|Google AI Mode|1; transportation-management-systems|q10|Google AI Mode|2; transportation-management-systems|q10|Google AI Mode|3; transportation-management-systems|q10|Perplexity|1; transportation-management-systems|q10|Perplexity|2; transportation-management-systems|q10|Perplexity|3; transportation-management-systems|q2|Claude|1; transportation-management-systems|q2|Claude|2; transportation-management-systems|q2|Google AI Mode|3
https://www.supplychaindesk.com/blog/best-tms-software/: 2 source answers; https://www.supplychaindesk.com/blog/tms-for-shippers/: 2 source answers; No source shown: 10 source answers
- AscendTMS: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Claude|2
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- FreightPOP: 5 of 150; 3.3%; Wilson 95% interval 1.4% to 7.6%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q10|Claude|1; transportation-management-systems|q10|Claude|2; transportation-management-systems|q10|Google AI Mode|1; transportation-management-systems|q10|Google AI Mode|2; transportation-management-systems|q10|Google AI Mode|3
  No source shown: 5 of 150; 3.3%; Wilson 95% interval 1.4% to 7.6%. Category median 0 of 150; 0.0%
- Freightview: 3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q10|Google AI Mode|1; transportation-management-systems|q10|Google AI Mode|2; transportation-management-systems|q10|Google AI Mode|3
  No source shown: 3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Category median 0 of 150; 0.0%
- MyCarrier: 3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q10|Claude|1; transportation-management-systems|q10|Claude|2; transportation-management-systems|q10|Claude|3
  No source shown: 3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Category median 0 of 150; 0.0%
- Rose Rocket: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q10|Google AI Mode|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- ShipperGuide TMS: 4 of 150; 2.7%; Wilson 95% interval 1.0% to 6.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q10|Claude|1; transportation-management-systems|q10|Claude|2; transportation-management-systems|q10|Claude|3; transportation-management-systems|q10|Perplexity|3
  https://ratings.freightwaves.com/best-tms-providers-for-shippers/: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%; https://www.capterra.com/p/207128/Loadsmart/: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%; No source shown: 3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Category median 0 of 150; 0.0%
- Tailwind TMS: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Claude|1
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- Truckbase: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Claude|1
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- TruckingOffice: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Google AI Mode|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- Uber Freight TMS: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q10|Google AI Mode|1
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- Warp TMS: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q10|Perplexity|1
  https://pickmysoft.com/blog/best-transportation-management-software: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%; https://www.wearewarp.com/best-tms-for-shippers: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
Real time shipment tracking
12 of 150; 8.0%; Wilson 95% interval 4.6% to 13.5%. Team review: in progress.
Runs, sources and adjacent vendors
Claude, q9: 3 of 3 runs; Perplexity, q9: 3 of 3 runs; Google AI Overviews, q9: 3 of 3 runs; Google AI Mode, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Google AI Mode|2; transportation-management-systems|q9|Google AI Mode|3; transportation-management-systems|q9|Google AI Overviews|1; transportation-management-systems|q9|Google AI Overviews|2; transportation-management-systems|q9|Google AI Overviews|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 3 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 1 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 3 source answers; https://www.manh.com/our-insights/resources/articles/key-modules-and-features-transportation-management-system: 3 source answers; https://www.netsuite.com/portal/resource/articles/erp/transportation-management-system.shtml: 3 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 3 source answers; No source shown: 9 source answers
No adjacent vendor passage coded for this criterion.
Shipment consolidation
12 of 150; 8.0%; Wilson 95% interval 4.6% to 13.5%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs; Claude, q9: 3 of 3 runs; Perplexity, q9: 2 of 3 runs; Google AI Overviews, q9: 3 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Google AI Overviews|1; transportation-management-systems|q9|Google AI Overviews|2; transportation-management-systems|q9|Google AI Overviews|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|3
https://saigontechnology.com/blog/transportation-management-system/: 2 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 2 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 1 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 1 source answers; https://www.oracle.com/scm/logistics/?utm_source=openai: 1 source answers; https://www.oracle.com/scm/logistics/transportation-management/?utm_source=openai: 1 source answers; https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers; https://www.warehousingandfulfillment.com/warehousing-and-fulfillment-resources/transportation-management-systems-11-key-features-benefits/: 1 source answers; No source shown: 7 source answers
No adjacent vendor passage coded for this criterion.
Freight rate management
11 of 150; 7.3%; Wilson 95% interval 4.1% to 12.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs; Claude, q1: 1 of 3 runs; Claude, q9: 3 of 3 runs; Perplexity, q9: 3 of 3 runs; Google AI Mode, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q1|Claude|2; transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Google AI Mode|2; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://learning.sap.com/courses/discovering-sap-s-4hana-transportation-management/understanding-capabilities-of-sap-transportation-management_cf48b4af-36de-411f-b5f2-9e3073fb8a3a?utm_source=openai: 1 source answers; https://saigontechnology.com/blog/transportation-management-system/: 2 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 3 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 3 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 1 source answers; https://www.manh.com/our-insights/resources/articles/key-modules-and-features-transportation-management-system: 2 source answers; https://www.netsuite.com/portal/resource/articles/erp/transportation-management-system.shtml: 2 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 2 source answers; https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers; No source shown: 6 source answers
No adjacent vendor passage coded for this criterion.
Ease of use for dispatchers and transportation staff
10 of 150; 6.7%; Wilson 95% interval 3.7% to 11.8%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs; Perplexity, q9: 3 of 3 runs; Google AI Mode, q2: 1 of 3 runs; Google AI Mode, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q2|Google AI Mode|1; transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Google AI Mode|2; transportation-management-systems|q9|Google AI Mode|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://www.dashdoc.com/en-US/blog/essential-tms-features-transportation-2025: 3 source answers; https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers; No source shown: 6 source answers
- TruckingOffice: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Google AI Mode|1
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
Carrier performance tracking
9 of 150; 6.0%; Wilson 95% interval 3.2% to 11.0%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs; Claude, q9: 3 of 3 runs; Perplexity, q9: 3 of 3 runs; Google AI Overviews, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Overviews|1; transportation-management-systems|q9|Google AI Overviews|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://learning.sap.com/courses/cloud-onboarding-for-sap-transportation-management-for-s-4hana-cloud-private-edition-extra-stack/learning-about-the-sap-transportation-management-solution?utm_source=openai: 1 source answers; https://saigontechnology.com/blog/transportation-management-system/: 1 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 3 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 2 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 1 source answers; https://www.manh.com/our-insights/resources/articles/key-modules-and-features-transportation-management-system: 3 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 3 source answers; https://www.warehousingandfulfillment.com/warehousing-and-fulfillment-resources/transportation-management-systems-11-key-features-benefits/: 2 source answers; No source shown: 5 source answers
No adjacent vendor passage coded for this criterion.
Comparison of carrier rates
9 of 150; 6.0%; Wilson 95% interval 3.2% to 11.0%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs; Claude, q9: 3 of 3 runs; Perplexity, q9: 3 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://saigontechnology.com/blog/transportation-management-system/: 2 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 3 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 3 source answers; https://www.oracle.com/scm/logistics/?utm_source=openai: 1 source answers; https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers; https://www.warehousingandfulfillment.com/warehousing-and-fulfillment-resources/transportation-management-systems-11-key-features-benefits/: 2 source answers; No source shown: 4 source answers
No adjacent vendor passage coded for this criterion.
Freight cost reporting
9 of 150; 6.0%; Wilson 95% interval 3.2% to 11.0%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs; Perplexity, q9: 3 of 3 runs; Google AI Overviews, q9: 2 of 3 runs; Google AI Mode, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Google AI Mode|2; transportation-management-systems|q9|Google AI Mode|3; transportation-management-systems|q9|Google AI Overviews|2; transportation-management-systems|q9|Google AI Overviews|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 3 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 1 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 1 source answers; https://www.manh.com/our-insights/resources/articles/key-modules-and-features-transportation-management-system: 3 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 3 source answers; No source shown: 6 source answers
No adjacent vendor passage coded for this criterion.
Scalability for growing transportation operations
9 of 150; 6.0%; Wilson 95% interval 3.2% to 11.0%. Team review: in progress.
Runs, sources and adjacent vendors
Claude, q1: 1 of 3 runs; Claude, q9: 3 of 3 runs; Google AI Overviews, q9: 3 of 3 runs; Google AI Mode, q1: 1 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q1|Claude|1; transportation-management-systems|q1|Google AI Mode|2; transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Google AI Overviews|1; transportation-management-systems|q9|Google AI Overviews|2; transportation-management-systems|q9|Google AI Overviews|3
No source shown: 9 source answers
- 3Gtms: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Claude|1; transportation-management-systems|q1|Google AI Mode|2
  No source shown: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%
- Sunnybrook: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Claude|1
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- Tai TMS: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Claude|1; transportation-management-systems|q1|Google AI Mode|2
  No source shown: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%
Cost appropriate to operating scale and budget
8 of 150; 5.3%; Wilson 95% interval 2.7% to 10.2%. Team review: in progress.
Runs, sources and adjacent vendors
Claude, q1: 1 of 3 runs; Claude, q3: 1 of 3 runs; Google AI Overviews, q2: 2 of 3 runs; Google AI Mode, q2: 2 of 3 runs; Google AI Mode, q10: 2 of 3 runs
Deposited source answers transportation-management-systems|q10|Google AI Mode|1; transportation-management-systems|q10|Google AI Mode|2; transportation-management-systems|q1|Claude|3; transportation-management-systems|q2|Google AI Mode|1; transportation-management-systems|q2|Google AI Mode|3; transportation-management-systems|q2|Google AI Overviews|2; transportation-management-systems|q2|Google AI Overviews|3; transportation-management-systems|q3|Claude|1
No source shown: 8 source answers
- ARK TMS: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Claude|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- AscendTMS: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Google AI Mode|1; transportation-management-systems|q2|Google AI Overviews|2
  No source shown: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%
- TruckingOffice: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Google AI Mode|3; transportation-management-systems|q2|Google AI Overviews|2
  No source shown: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%
ERP connections
8 of 150; 5.3%; Wilson 95% interval 2.7% to 10.2%. Team review: in progress.
Runs, sources and adjacent vendors
Claude, q3: 3 of 3 runs; Google AI Overviews, q3: 2 of 3 runs; Google AI Overviews, q9: 1 of 3 runs; Google AI Mode, q3: 2 of 3 runs
Deposited source answers transportation-management-systems|q3|Claude|1; transportation-management-systems|q3|Claude|2; transportation-management-systems|q3|Claude|3; transportation-management-systems|q3|Google AI Mode|2; transportation-management-systems|q3|Google AI Mode|3; transportation-management-systems|q3|Google AI Overviews|2; transportation-management-systems|q3|Google AI Overviews|3; transportation-management-systems|q9|Google AI Overviews|2
No source shown: 8 source answers
- Oracle Transportation Management: 5 of 150; 3.3%; Wilson 95% interval 1.4% to 7.6%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q3|Claude|1; transportation-management-systems|q3|Claude|2; transportation-management-systems|q3|Claude|3; transportation-management-systems|q3|Google AI Mode|2; transportation-management-systems|q3|Google AI Overviews|3
  No source shown: 5 of 150; 3.3%; Wilson 95% interval 1.4% to 7.6%. Category median 0 of 150; 0.0%
- SAP Transportation Management: 7 of 150; 4.7%; Wilson 95% interval 2.3% to 9.3%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q3|Claude|1; transportation-management-systems|q3|Claude|2; transportation-management-systems|q3|Claude|3; transportation-management-systems|q3|Google AI Mode|2; transportation-management-systems|q3|Google AI Mode|3; transportation-management-systems|q3|Google AI Overviews|2; transportation-management-systems|q3|Google AI Overviews|3
  No source shown: 7 of 150; 4.7%; Wilson 95% interval 2.3% to 9.3%. Category median 0 of 150; 0.0%
Management of carrier relationships
8 of 150; 5.3%; Wilson 95% interval 2.7% to 10.2%. Team review: in progress.
Runs, sources and adjacent vendors
Claude, q9: 3 of 3 runs; Claude, q10: 1 of 3 runs; Perplexity, q9: 1 of 3 runs; Google AI Mode, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q10|Claude|1; transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Google AI Mode|2; transportation-management-systems|q9|Google AI Mode|3; transportation-management-systems|q9|Perplexity|1
https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 1 source answers; https://www.manh.com/our-insights/resources/articles/key-modules-and-features-transportation-management-system: 1 source answers; https://www.netsuite.com/portal/resource/articles/erp/transportation-management-system.shtml: 1 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 1 source answers; No source shown: 7 source answers
- Infios: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q10|Claude|1
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
Cloud based deployment
7 of 150; 4.7%; Wilson 95% interval 2.3% to 9.3%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Overviews, q9: 3 of 3 runs; Google AI Mode, q1: 1 of 3 runs; Google AI Mode, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q1|Google AI Mode|2; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Google AI Mode|2; transportation-management-systems|q9|Google AI Mode|3; transportation-management-systems|q9|Google AI Overviews|1; transportation-management-systems|q9|Google AI Overviews|2; transportation-management-systems|q9|Google AI Overviews|3
No source shown: 7 source answers
- 3Gtms: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Google AI Mode|2
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
Exception handling workflows
7 of 150; 4.7%; Wilson 95% interval 2.3% to 9.3%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs; Perplexity, q9: 2 of 3 runs; Google AI Overviews, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Google AI Overviews|1; transportation-management-systems|q9|Google AI Overviews|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2
https://www.dashdoc.com/en-US/blog/essential-tms-features-transportation-2025: 1 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 1 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 1 source answers; No source shown: 6 source answers
No adjacent vendor passage coded for this criterion.
Fit with the required geographic footprint
7 of 150; 4.7%; Wilson 95% interval 2.3% to 9.3%. Team review: in progress.
Runs, sources and adjacent vendors
Claude, q3: 3 of 3 runs; Google AI Overviews, q3: 2 of 3 runs; Google AI Mode, q3: 2 of 3 runs
Deposited source answers transportation-management-systems|q3|Claude|1; transportation-management-systems|q3|Claude|2; transportation-management-systems|q3|Claude|3; transportation-management-systems|q3|Google AI Mode|2; transportation-management-systems|q3|Google AI Mode|3; transportation-management-systems|q3|Google AI Overviews|2; transportation-management-systems|q3|Google AI Overviews|3
No source shown: 7 source answers
- E2open TMS: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q3|Google AI Overviews|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- Oracle Transportation Management: 6 of 150; 4.0%; Wilson 95% interval 1.8% to 8.5%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q3|Claude|1; transportation-management-systems|q3|Claude|2; transportation-management-systems|q3|Claude|3; transportation-management-systems|q3|Google AI Mode|2; transportation-management-systems|q3|Google AI Overviews|2; transportation-management-systems|q3|Google AI Overviews|3
  No source shown: 6 of 150; 4.0%; Wilson 95% interval 1.8% to 8.5%. Category median 0 of 150; 0.0%
- SAP Transportation Management: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q3|Claude|1; transportation-management-systems|q3|Claude|2
  No source shown: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%
- e2open: 5 of 150; 3.3%; Wilson 95% interval 1.4% to 7.6%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q3|Claude|1; transportation-management-systems|q3|Claude|2; transportation-management-systems|q3|Claude|3; transportation-management-systems|q3|Google AI Mode|3; transportation-management-systems|q3|Google AI Overviews|2
  No source shown: 5 of 150; 3.3%; Wilson 95% interval 1.4% to 7.6%. Category median 0 of 150; 0.0%
Freight payment and settlement
7 of 150; 4.7%; Wilson 95% interval 2.3% to 9.3%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs; Claude, q9: 3 of 3 runs; Perplexity, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://saigontechnology.com/blog/transportation-management-system/: 3 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 3 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 1 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 1 source answers; https://www.manh.com/our-insights/resources/articles/key-modules-and-features-transportation-management-system: 2 source answers; https://www.netsuite.com/portal/resource/articles/erp/transportation-management-system.shtml: 2 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 2 source answers; https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers; https://www.warehousingandfulfillment.com/warehousing-and-fulfillment-resources/transportation-management-systems-11-key-features-benefits/: 2 source answers; No source shown: 3 source answers
No adjacent vendor passage coded for this criterion.
Shipping document handling
7 of 150; 4.7%; Wilson 95% interval 2.3% to 9.3%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs; Perplexity, q9: 2 of 3 runs; Google AI Mode, q2: 1 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q2|Google AI Mode|3; transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://help.sap.com/docs/SAP_TRANSPORTATION_MANAGEMENT/54cf405c9d9e4c96bf091967ea29d6a7/ba957b57fc8fab6be10000000a4450e5.html?utm_source=openai: 1 source answers; https://learning.sap.com/courses/discovering-sap-s-4hana-transportation-management/understanding-capabilities-of-sap-transportation-management_cf48b4af-36de-411f-b5f2-9e3073fb8a3a?utm_source=openai: 1 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 2 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 2 source answers; https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers; No source shown: 2 source answers
- AscendTMS: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Google AI Mode|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- Truckbase: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Google AI Mode|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
Supported API connections
7 of 150; 4.7%; Wilson 95% interval 2.3% to 9.3%. Team review: in progress.
Runs, sources and adjacent vendors
Claude, q9: 3 of 3 runs; Perplexity, q9: 3 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Mode|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://saigontechnology.com/blog/transportation-management-system/: 3 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 2 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 3 source answers; https://www.warehousingandfulfillment.com/warehousing-and-fulfillment-resources/transportation-management-systems-11-key-features-benefits/: 3 source answers; No source shown: 4 source answers
No adjacent vendor passage coded for this criterion.
Supported EDI data exchange
7 of 150; 4.7%; Wilson 95% interval 2.3% to 9.3%. Team review: in progress.
Runs, sources and adjacent vendors
Claude, q9: 3 of 3 runs; Perplexity, q9: 3 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Mode|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://saigontechnology.com/blog/transportation-management-system/: 3 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 2 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 3 source answers; https://www.warehousingandfulfillment.com/warehousing-and-fulfillment-resources/transportation-management-systems-11-key-features-benefits/: 3 source answers; No source shown: 4 source answers
No adjacent vendor passage coded for this criterion.
Estimated arrival times
6 of 150; 4.0%; Wilson 95% interval 1.8% to 8.5%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs; Perplexity, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 3 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 3 source answers; https://www.manh.com/our-insights/resources/articles/key-modules-and-features-transportation-management-system: 3 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 2 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/?utm_source=openai: 2 source answers; https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers
No adjacent vendor passage coded for this criterion.
Freight tendering
6 of 150; 4.0%; Wilson 95% interval 1.8% to 8.5%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs; Perplexity, q9: 2 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://help.sap.com/docs/SAP_TRANSPORTATION_MANAGEMENT/54cf405c9d9e4c96bf091967ea29d6a7/ba957b57fc8fab6be10000000a4450e5.html?utm_source=openai: 1 source answers; https://learning.sap.com/courses/discovering-sap-s-4hana-transportation-management/understanding-capabilities-of-sap-transportation-management_cf48b4af-36de-411f-b5f2-9e3073fb8a3a?utm_source=openai: 1 source answers; https://saigontechnology.com/blog/transportation-management-system/: 1 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 2 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 2 source answers; https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers; https://www.warehousingandfulfillment.com/warehousing-and-fulfillment-resources/transportation-management-systems-11-key-features-benefits/: 1 source answers; No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Full total cost of ownership
6 of 150; 4.0%; Wilson 95% interval 1.8% to 8.5%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs; Claude, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3
No source shown: 6 source answers
No adjacent vendor passage coded for this criterion.
Load planning and optimization
6 of 150; 4.0%; Wilson 95% interval 1.8% to 8.5%. Team review: in progress.
Runs, sources and adjacent vendors
Perplexity, q9: 3 of 3 runs; Google AI Overviews, q9: 1 of 3 runs; Google AI Mode, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|Google AI Mode|2; transportation-management-systems|q9|Google AI Mode|3; transportation-management-systems|q9|Google AI Overviews|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://saigontechnology.com/blog/transportation-management-system/: 2 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 3 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 1 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 1 source answers; https://www.manh.com/our-insights/resources/articles/key-modules-and-features-transportation-management-system: 1 source answers; https://www.netsuite.com/portal/resource/articles/erp/transportation-management-system.shtml: 1 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 1 source answers; https://www.warehousingandfulfillment.com/warehousing-and-fulfillment-resources/transportation-management-systems-11-key-features-benefits/: 1 source answers; No source shown: 3 source answers
No adjacent vendor passage coded for this criterion.
Activity audit logs
5 of 150; 3.3%; Wilson 95% interval 1.4% to 7.6%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs; Perplexity, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 2 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 2 source answers; No source shown: 3 source answers
No adjacent vendor passage coded for this criterion.
Delay and exception alerts
5 of 150; 3.3%; Wilson 95% interval 1.4% to 7.6%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs; Perplexity, q9: 1 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Perplexity|1
https://www.dashdoc.com/en-US/blog/essential-tms-features-transportation-2025: 1 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 1 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 1 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/?utm_source=openai: 1 source answers; https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers; No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Shipment dispatch
5 of 150; 3.3%; Wilson 95% interval 1.4% to 7.6%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs; Google AI Overviews, q2: 2 of 3 runs; Google AI Mode, q2: 1 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q2|Google AI Mode|3; transportation-management-systems|q2|Google AI Overviews|1; transportation-management-systems|q2|Google AI Overviews|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Google AI Mode|1
https://help.sap.com/docs/SAP_TRANSPORTATION_MANAGEMENT/54cf405c9d9e4c96bf091967ea29d6a7/ba957b57fc8fab6be10000000a4450e5.html?utm_source=openai: 1 source answers; No source shown: 4 source answers
- Datatruck: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Google AI Overviews|1; transportation-management-systems|q2|Google AI Overviews|2
  No source shown: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%
- Truckbase: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Google AI Mode|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- TruckingOffice: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Google AI Mode|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
Adaptability as transportation needs change
4 of 150; 2.7%; Wilson 95% interval 1.0% to 6.7%. Team review: in progress.
Runs, sources and adjacent vendors
Claude, q9: 3 of 3 runs; Google AI Overviews, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Overviews|3
No source shown: 4 source answers
No adjacent vendor passage coded for this criterion.
Configurable reports or dashboards
4 of 150; 2.7%; Wilson 95% interval 1.0% to 6.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Overviews, q9: 1 of 3 runs; Google AI Mode, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Google AI Mode|2; transportation-management-systems|q9|Google AI Mode|3; transportation-management-systems|q9|Google AI Overviews|3
No source shown: 4 source answers
No adjacent vendor passage coded for this criterion.
Connected shipment lifecycle workflows
4 of 150; 2.7%; Wilson 95% interval 1.0% to 6.7%. Team review: in progress.
Runs, sources and adjacent vendors
Claude, q1: 1 of 3 runs; Claude, q9: 1 of 3 runs; Perplexity, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q1|Claude|2; transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|3
https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 1 source answers; https://www.manh.com/our-insights/resources/articles/key-modules-and-features-transportation-management-system: 1 source answers; https://www.netsuite.com/portal/resource/articles/erp/transportation-management-system.shtml: 2 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 2 source answers; No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Freight billing
4 of 150; 2.7%; Wilson 95% interval 1.0% to 6.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs; Claude, q1: 1 of 3 runs; Google AI Mode, q2: 1 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q1|Claude|2; transportation-management-systems|q2|Google AI Mode|3; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Google AI Mode|3
https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers; No source shown: 3 source answers
No adjacent vendor passage coded for this criterion.
Freight sourcing and carrier procurement
4 of 150; 2.7%; Wilson 95% interval 1.0% to 6.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs; Claude, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3
No source shown: 4 source answers
No adjacent vendor passage coded for this criterion.
Growth in shipment volume and network complexity
4 of 150; 2.7%; Wilson 95% interval 1.0% to 6.7%. Team review: in progress.
Runs, sources and adjacent vendors
Perplexity, q9: 2 of 3 runs; Google AI Mode, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Google AI Mode|3; transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|3
https://saigontechnology.com/blog/transportation-management-system/: 1 source answers; https://www.dashdoc.com/en-US/blog/essential-tms-features-transportation-2025: 2 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 2 source answers; https://www.warehousingandfulfillment.com/warehousing-and-fulfillment-resources/transportation-management-systems-11-key-features-benefits/: 1 source answers; No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Shipment or order management
4 of 150; 2.7%; Wilson 95% interval 1.0% to 6.7%. Team review: in progress.
Runs, sources and adjacent vendors
Claude, q9: 3 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3; transportation-management-systems|q9|Google AI Mode|1
No source shown: 4 source answers
No adjacent vendor passage coded for this criterion.
Carrier onboarding
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs; Claude, q1: 1 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q1|Claude|2; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Google AI Mode|2
No source shown: 3 source answers
No adjacent vendor passage coded for this criterion.
Clear distinction between native, partner, custom and future features
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3
https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/?utm_source=openai: 1 source answers; No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Demonstrated operational capabilities or measured results
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3
https://learning.sap.com/courses/discovering-sap-s-4hana-transportation-management/understanding-capabilities-of-sap-transportation-management_cf48b4af-36de-411f-b5f2-9e3073fb8a3a?utm_source=openai: 1 source answers; https://www.oracle.com/scm/logistics/?utm_source=openai: 1 source answers; https://www.oracle.com/scm/logistics/transportation-management/?utm_source=openai: 1 source answers; https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 2 source answers
No adjacent vendor passage coded for this criterion.
Freight contract management
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs; Perplexity, q9: 1 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|Google AI Mode|2; transportation-management-systems|q9|Perplexity|1
https://learning.sap.com/courses/discovering-sap-s-4hana-transportation-management/understanding-capabilities-of-sap-transportation-management_cf48b4af-36de-411f-b5f2-9e3073fb8a3a?utm_source=openai: 1 source answers; https://saigontechnology.com/blog/transportation-management-system/: 1 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 1 source answers; No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Fuel surcharges and accessorial charges
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs; Perplexity, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Perplexity|1
https://saigontechnology.com/blog/transportation-management-system/: 1 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 1 source answers; No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
IFTA fuel tax reporting
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Overviews, q2: 2 of 3 runs; Google AI Mode, q2: 1 of 3 runs
Deposited source answers transportation-management-systems|q2|Google AI Mode|3; transportation-management-systems|q2|Google AI Overviews|1; transportation-management-systems|q2|Google AI Overviews|3
No source shown: 3 source answers
- TruckLogics: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Google AI Overviews|1; transportation-management-systems|q2|Google AI Overviews|3
  No source shown: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%
- TruckingOffice: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Google AI Mode|3; transportation-management-systems|q2|Google AI Overviews|1
  No source shown: 2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Category median 0 of 150; 0.0%
International freight operations
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs; Claude, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|Claude|1
No source shown: 3 source answers
No adjacent vendor passage coded for this criterion.
Load board connections
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
Claude, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3
No source shown: 3 source answers
No adjacent vendor passage coded for this criterion.
Load building
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3
https://www.oracle.com/scm/logistics/?utm_source=openai: 1 source answers; https://www.oracle.com/scm/logistics/transportation-management/?utm_source=openai: 1 source answers; https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers
No adjacent vendor passage coded for this criterion.
Machine learning and real time data for route selection
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
Claude, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3
No source shown: 3 source answers
No adjacent vendor passage coded for this criterion.
Mobile access for operational staff
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
Perplexity, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://www.dashdoc.com/en-US/blog/essential-tms-features-transportation-2025: 3 source answers
No adjacent vendor passage coded for this criterion.
Ongoing connector maintenance responsibility
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3
No source shown: 3 source answers
No adjacent vendor passage coded for this criterion.
Predicted arrival times
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs; Perplexity, q9: 1 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Perplexity|2
https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/?utm_source=openai: 1 source answers; No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Responsive vendor support
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
Perplexity, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://www.dashdoc.com/en-US/blog/essential-tms-features-transportation-2025: 3 source answers
No adjacent vendor passage coded for this criterion.
Routing that respects delivery, capacity and service constraints
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3
https://www.oracle.com/scm/logistics/?utm_source=openai: 1 source answers; https://www.oracle.com/scm/logistics/transportation-management/?utm_source=openai: 1 source answers; https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers
No adjacent vendor passage coded for this criterion.
Shared operations and team collaboration
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Mode, q1: 3 of 3 runs
Deposited source answers transportation-management-systems|q1|Google AI Mode|1; transportation-management-systems|q1|Google AI Mode|2; transportation-management-systems|q1|Google AI Mode|3
No source shown: 3 source answers
- Turvo: 3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Google AI Mode|1; transportation-management-systems|q1|Google AI Mode|2; transportation-management-systems|q1|Google AI Mode|3
  No source shown: 3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Category median 0 of 150; 0.0%
Shipment location tracking
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
Claude, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3
No source shown: 3 source answers
No adjacent vendor passage coded for this criterion.
Shipment milestone and event monitoring
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Google AI Mode|1
https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/?utm_source=openai: 2 source answers; No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Tests using real or representative shipment data
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3
No source shown: 3 source answers
No adjacent vendor passage coded for this criterion.
The complete order to cash process
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
Claude, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3
No source shown: 3 source answers
No adjacent vendor passage coded for this criterion.
Three year total cost of ownership
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3
No source shown: 3 source answers
No adjacent vendor passage coded for this criterion.
Tracking coverage for the actual carriers
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3
https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers; No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Trailer utilization
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
Perplexity, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|Perplexity|1; transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://saigontechnology.com/blog/transportation-management-system/: 3 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 3 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 2 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 2 source answers; https://www.warehousingandfulfillment.com/warehousing-and-fulfillment-resources/transportation-management-systems-11-key-features-benefits/: 1 source answers
No adjacent vendor passage coded for this criterion.
Unified contract freight, private fleet and spot moves
3 of 150; 2.0%; Wilson 95% interval 0.7% to 5.7%. Team review: in progress.
Runs, sources and adjacent vendors
Claude, q9: 3 of 3 runs
Deposited source answers transportation-management-systems|q9|Claude|1; transportation-management-systems|q9|Claude|2; transportation-management-systems|q9|Claude|3
No source shown: 3 source answers
No adjacent vendor passage coded for this criterion.
A clear integration plan
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2
https://help.sap.com/docs/SAP_TRANSPORTATION_MANAGEMENT/54cf405c9d9e4c96bf091967ea29d6a7/04474a8485384e3fbfcb346d943b3217.html?utm_source=openai: 1 source answers; https://help.sap.com/docs/SAP_TRANSPORTATION_MANAGEMENT/54cf405c9d9e4c96bf091967ea29d6a7/ba957b57fc8fab6be10000000a4450e5.html?utm_source=openai: 1 source answers
No adjacent vendor passage coded for this criterion.
API or EDI connections
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Mode, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Google AI Mode|2
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Access controls
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Assigned exception ownership
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|3
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Carrier acceptance tracking
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2
https://learning.sap.com/courses/discovering-sap-s-4hana-transportation-management/understanding-capabilities-of-sap-transportation-management_cf48b4af-36de-411f-b5f2-9e3073fb8a3a?utm_source=openai: 1 source answers; https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers
No adjacent vendor passage coded for this criterion.
Carrier performance scorecards
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Mode, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|Google AI Mode|1; transportation-management-systems|q9|Google AI Mode|2
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Data cleanup
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Data export
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Defined tracking data freshness
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|3
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Disaster recovery arrangements
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|3
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
ERP or warehouse management connections
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Overviews, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|Google AI Overviews|1; transportation-management-systems|q9|Google AI Overviews|3
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Flat or predictable pricing
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Overviews, q2: 1 of 3 runs; Google AI Mode, q2: 1 of 3 runs
Deposited source answers transportation-management-systems|q2|Google AI Mode|1; transportation-management-systems|q2|Google AI Overviews|1
No source shown: 2 source answers
- TruckingOffice: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Google AI Mode|1
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
Freight cost allocation
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2
https://learning.sap.com/courses/cloud-onboarding-for-sap-transportation-management-for-s-4hana-cloud-private-edition-extra-stack/learning-about-the-sap-transportation-management-solution?utm_source=openai: 1 source answers; https://learning.sap.com/courses/discovering-sap-s-4hana-transportation-management/understanding-capabilities-of-sap-transportation-management_cf48b4af-36de-411f-b5f2-9e3073fb8a3a?utm_source=openai: 1 source answers
No adjacent vendor passage coded for this criterion.
GPS or IoT tracking connections
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Overviews, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|Google AI Overviews|1; transportation-management-systems|q9|Google AI Overviews|2
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Growth in shipment volume
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Mode, q1: 1 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q1|Google AI Mode|1; transportation-management-systems|q9|Google AI Mode|2
No source shown: 2 source answers
- Tai TMS: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Google AI Mode|1
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
Handling of missing tracking data
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|3
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Implementation and ongoing integration charges
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|3
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Implementation planning
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Integration failure handling
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|3
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Invoice approval workflows
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3
https://learning.sap.com/courses/cloud-onboarding-for-sap-transportation-management-for-s-4hana-cloud-private-edition-extra-stack/learning-about-the-sap-transportation-management-solution?utm_source=openai: 1 source answers; No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Multiple operating locations
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Predictive analytics for transportation operations
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Overviews, q9: 1 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|Google AI Mode|2; transportation-management-systems|q9|Google AI Overviews|3
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Proof of delivery records
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
Perplexity, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 2 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 2 source answers
No adjacent vendor passage coded for this criterion.
Remote access to transportation operations
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Overviews, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|Google AI Overviews|2; transportation-management-systems|q9|Google AI Overviews|3
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Required functions and connectors available now
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2
https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/?utm_source=openai: 1 source answers; No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Role based access controls
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs; Google AI Overviews, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|3; transportation-management-systems|q9|Google AI Overviews|3
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Service availability commitments
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|3
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Shipment changes and status management
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2
https://learning.sap.com/courses/discovering-sap-s-4hana-transportation-management/understanding-capabilities-of-sap-transportation-management_cf48b4af-36de-411f-b5f2-9e3073fb8a3a?utm_source=openai: 1 source answers; https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers
No adjacent vendor passage coded for this criterion.
Shipment compliance and customs documents
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
Perplexity, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|Perplexity|2; transportation-management-systems|q9|Perplexity|3
https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 2 source answers; https://www.oracle.com/scm/logistics/transportation-management/what-is-transportation-management-system/: 2 source answers
No adjacent vendor passage coded for this criterion.
Shipment tracking across transportation modes
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Overviews, q9: 1 of 3 runs; Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|Google AI Mode|3; transportation-management-systems|q9|Google AI Overviews|2
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Single sign on
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Specialized handling or equipment constraints
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1; transportation-management-systems|q9|ChatGPT|2
https://www.oracle.com/scm/logistics/?utm_source=openai: 1 source answers; No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Staff training
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
Support availability
2 of 150; 1.3%; Wilson 95% interval 0.4% to 4.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 2 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|2; transportation-management-systems|q9|ChatGPT|3
No source shown: 2 source answers
No adjacent vendor passage coded for this criterion.
A written implementation plan with responsibilities, milestones and acceptance
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Back office efficiency
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Mode, q1: 1 of 3 runs
Deposited source answers transportation-management-systems|q1|Google AI Mode|3
No source shown: 1 source answers
- EZ Loader TMS: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Google AI Mode|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
- Tai TMS: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Google AI Mode|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
Back office financial controls
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Mode, q1: 1 of 3 runs
Deposited source answers transportation-management-systems|q1|Google AI Mode|2
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Backups and recovery commitments
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|2
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Basic accounting functions
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Overviews, q2: 1 of 3 runs
Deposited source answers transportation-management-systems|q2|Google AI Overviews|2
No source shown: 1 source answers
- Datatruck: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q2|Google AI Overviews|2
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
Breadth of the carrier network
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Perplexity, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|Perplexity|2
https://www.dashdoc.com/en-US/blog/essential-tms-features-transportation-2025: 1 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 1 source answers; https://www.infor.com/solutions/scm/infor-nexus/transportation-management/what-is-tms-system: 1 source answers
No adjacent vendor passage coded for this criterion.
Brokerage margin and financial visibility
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Carrier capacity sourcing
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Claude, q1: 1 of 3 runs
Deposited source answers transportation-management-systems|q1|Claude|2
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Carrier compliance documents
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|Google AI Mode|1
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Comparable customer references
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Comparison of spot and contract rates
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|Google AI Mode|1
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Data encryption
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Overviews, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|Google AI Overviews|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Data export rights
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Data ownership and control
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|2
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Defined integration responsibilities
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Delivery service performance
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Demonstrated working integrations and exchanged data
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Digital freight bidding
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Mode, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|Google AI Mode|1
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Dock and pickup or delivery appointment scheduling
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Perplexity, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|Perplexity|2
https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 1 source answers
No adjacent vendor passage coded for this criterion.
Driver and equipment assignment
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Driver settlements
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Mode, q2: 1 of 3 runs
Deposited source answers transportation-management-systems|q2|Google AI Mode|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Exception escalation
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Fast onboarding
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Overviews, q2: 1 of 3 runs
Deposited source answers transportation-management-systems|q2|Google AI Overviews|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Fleet system connections
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Freight charge calculation
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1
https://learning.sap.com/courses/discovering-sap-s-4hana-transportation-management/understanding-capabilities-of-sap-transportation-management_cf48b4af-36de-411f-b5f2-9e3073fb8a3a?utm_source=openai: 1 source answers
No adjacent vendor passage coded for this criterion.
Freight charge verification
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|2
https://learning.sap.com/courses/cloud-onboarding-for-sap-transportation-management-for-s-4hana-cloud-private-edition-extra-stack/learning-about-the-sap-transportation-management-solution?utm_source=openai: 1 source answers
No adjacent vendor passage coded for this criterion.
Freight cost control
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Freight quoting
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Mode, q1: 1 of 3 runs
Deposited source answers transportation-management-systems|q1|Google AI Mode|3
No source shown: 1 source answers
- Tai TMS: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%.
  Vendor source evidence
  Deposited source answers transportation-management-systems|q1|Google AI Mode|3
  No source shown: 1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Category median 0 of 150; 0.0%
GPS tracking connections
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Overviews, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|Google AI Overviews|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Independent security assurance
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Integration failure detection and correction
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|2
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Load assignments
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Mode, q2: 1 of 3 runs
Deposited source answers transportation-management-systems|q2|Google AI Mode|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Multifactor authentication
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Overviews, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|Google AI Overviews|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Performance at peak transportation volumes
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Prebuilt system connectors
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Perplexity, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|Perplexity|1
https://saigontechnology.com/blog/transportation-management-system/: 1 source answers; https://www.descartes.com/resources/knowledge-center/transportation-management-systems-tms-complete-guide: 1 source answers; https://www.manh.com/en-gb/our-solutions/supply-chain-management-software/transportation-management-system/what-is-a-transportation-management-system: 1 source answers; https://www.warehousingandfulfillment.com/warehousing-and-fulfillment-resources/transportation-management-systems-11-key-features-benefits/: 1 source answers
No adjacent vendor passage coded for this criterion.
Protection of operational and financial data
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Overviews, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|Google AI Overviews|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
QuickBooks connections
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Overviews, q2: 1 of 3 runs
Deposited source answers transportation-management-systems|q2|Google AI Overviews|1
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Renewal and cancellation terms
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|2
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Security assessments
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Selection of cost effective transportation modes
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Overviews, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|Google AI Overviews|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Shipment booking
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|3
https://help.sap.com/docs/SAP_TRANSPORTATION_MANAGEMENT/54cf405c9d9e4c96bf091967ea29d6a7/ba957b57fc8fab6be10000000a4450e5.html?utm_source=openai: 1 source answers
No adjacent vendor passage coded for this criterion.
Shipment creation
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|3
https://help.sap.com/docs/SAP_TRANSPORTATION_MANAGEMENT/54cf405c9d9e4c96bf091967ea29d6a7/ba957b57fc8fab6be10000000a4450e5.html?utm_source=openai: 1 source answers
No adjacent vendor passage coded for this criterion.
Support escalation procedures
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Tracking coverage for the required modes
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|2
https://www.sap.com/products/scm/transportation-logistics/what-is-a-tms.html?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai: 1 source answers
No adjacent vendor passage coded for this criterion.
Transfers between facilities
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|2
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Transparent tiered pricing
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Mode, q2: 1 of 3 runs
Deposited source answers transportation-management-systems|q2|Google AI Mode|3
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Usable data export formats
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.
Warehouse coordination
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
ChatGPT, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|ChatGPT|1
https://learning.sap.com/courses/discovering-sap-s-4hana-transportation-management/understanding-capabilities-of-sap-transportation-management_cf48b4af-36de-411f-b5f2-9e3073fb8a3a?utm_source=openai: 1 source answers
No adjacent vendor passage coded for this criterion.
Warehouse management connections
1 of 150; 0.7%; Wilson 95% interval 0.1% to 3.7%. Team review: in progress.
Runs, sources and adjacent vendors
Google AI Overviews, q9: 1 of 3 runs
Deposited source answers transportation-management-systems|q9|Google AI Overviews|2
No source shown: 1 source answers
No adjacent vendor passage coded for this criterion.

Download complete category evidence · Download manifest and source hashes

Full checked set, sorted by observed counts, not a ranking.
Vendor	Named	Vendor domain cited
AscendTMS	64 of 150 valid answers, 42.7% (Wilson 95% interval 35.0% to 50.7%)	9 of 150 valid answers, 6.0% (Wilson 95% interval 3.2% to 11.0%)
Alvys	58 of 150 valid answers, 38.7% (Wilson 95% interval 31.2% to 46.7%)	29 of 150 valid answers, 19.3% (Wilson 95% interval 13.8% to 26.4%)
Oracle Transportation Management	43 of 150 valid answers, 28.7% (Wilson 95% interval 22.0% to 36.4%)	9 of 150 valid answers, 6.0% (Wilson 95% interval 3.2% to 11.0%)
Tai TMS	39 of 150 valid answers, 26.0% (Wilson 95% interval 19.6% to 33.6%)	0 of 150 valid answers, 0.0% (Wilson 95% interval 0.0% to 2.5%)
SAP Transportation Management	38 of 150 valid answers, 25.3% (Wilson 95% interval 19.0% to 32.8%)	7 of 150 valid answers, 4.7% (Wilson 95% interval 2.3% to 9.3%)
Infios (MercuryGate)	35 of 150 valid answers, 23.3% (Wilson 95% interval 17.3% to 30.7%)	6 of 150 valid answers, 4.0% (Wilson 95% interval 1.8% to 8.5%)
Descartes	32 of 150 valid answers, 21.3% (Wilson 95% interval 15.5% to 28.6%)	5 of 150 valid answers, 3.3% (Wilson 95% interval 1.4% to 7.6%)
Turvo	28 of 150 valid answers, 18.7% (Wilson 95% interval 13.2% to 25.7%)	8 of 150 valid answers, 5.3% (Wilson 95% interval 2.7% to 10.2%)
Rose Rocket	26 of 150 valid answers, 17.3% (Wilson 95% interval 12.1% to 24.2%)	6 of 150 valid answers, 4.0% (Wilson 95% interval 1.8% to 8.5%)
Descartes 3G TMS	24 of 150 valid answers, 16.0% (Wilson 95% interval 11.0% to 22.7%)	2 of 150 valid answers, 1.3% (Wilson 95% interval 0.4% to 4.7%)
Blue Yonder	23 of 150 valid answers, 15.3% (Wilson 95% interval 10.4% to 22.0%)	8 of 150 valid answers, 5.3% (Wilson 95% interval 2.7% to 10.2%)
Descartes Aljex	23 of 150 valid answers, 15.3% (Wilson 95% interval 10.4% to 22.0%)	11 of 150 valid answers, 7.3% (Wilson 95% interval 4.1% to 12.7%)
FreightPOP	22 of 150 valid answers, 14.7% (Wilson 95% interval 9.9% to 21.2%)	3 of 150 valid answers, 2.0% (Wilson 95% interval 0.7% to 5.7%)
e2open	18 of 150 valid answers, 12.0% (Wilson 95% interval 7.7% to 18.2%)	6 of 150 valid answers, 4.0% (Wilson 95% interval 1.8% to 8.5%)
McLeod Software	17 of 150 valid answers, 11.3% (Wilson 95% interval 7.2% to 17.4%)	2 of 150 valid answers, 1.3% (Wilson 95% interval 0.4% to 4.7%)
Kuebix by FreightWise	11 of 150 valid answers, 7.3% (Wilson 95% interval 4.1% to 12.7%)	0 of 150 valid answers, 0.0% (Wilson 95% interval 0.0% to 2.5%)
Trimble Transportation	9 of 150 valid answers, 6.0% (Wilson 95% interval 3.2% to 11.0%)	1 of 150 valid answers, 0.7% (Wilson 95% interval 0.1% to 3.7%)
Manhattan Active TM	8 of 150 valid answers, 5.3% (Wilson 95% interval 2.7% to 10.2%)	1 of 150 valid answers, 0.7% (Wilson 95% interval 0.1% to 3.7%)
Revenova	6 of 150 valid answers, 4.0% (Wilson 95% interval 1.8% to 8.5%)	3 of 150 valid answers, 2.0% (Wilson 95% interval 0.7% to 5.7%)
PCS Software	5 of 150 valid answers, 3.3% (Wilson 95% interval 1.4% to 7.6%)	0 of 150 valid answers, 0.0% (Wilson 95% interval 0.0% to 2.5%)
Uber Freight TMS	5 of 150 valid answers, 3.3% (Wilson 95% interval 1.4% to 7.6%)	2 of 150 valid answers, 1.3% (Wilson 95% interval 0.4% to 4.7%)
3PL Systems	1 of 150 valid answers, 0.7% (Wilson 95% interval 0.1% to 3.7%)	0 of 150 valid answers, 0.0% (Wilson 95% interval 0.0% to 2.5%)
Axon Software	0 of 150 valid answers, 0.0% (Wilson 95% interval 0.0% to 2.5%)	0 of 150 valid answers, 0.0% (Wilson 95% interval 0.0% to 2.5%)
IntelliTrans	0 of 150 valid answers, 0.0% (Wilson 95% interval 0.0% to 2.5%)	0 of 150 valid answers, 0.0% (Wilson 95% interval 0.0% to 2.5%)
Princeton TMX	0 of 150 valid answers, 0.0% (Wilson 95% interval 0.0% to 2.5%)	0 of 150 valid answers, 0.0% (Wilson 95% interval 0.0% to 2.5%)

The ten buyer questions

Each question was put to every engine 3 times on the stated dates. Counts are over valid answers to the exact question.

What is the best TMS for a mid size freight brokerage?

Question q1. 15 valid answers. Excluded answers: 0. Type: best option.

Ask the engine yourself; answers vary by run.ChatGPT Perplexity Claude

What is the best TMS for a small carrier with about 10 trucks?

Question q2. 15 valid answers. Excluded answers: 0. Type: best option.

Ask the engine yourself; answers vary by run.ChatGPT Perplexity Claude

What is the best TMS for a large enterprise shipper?

Question q3. 15 valid answers. Excluded answers: 0. Type: best option.

Ask the engine yourself; answers vary by run.ChatGPT Perplexity Claude

What are the best alternatives to MercuryGate?

Question q4. 15 valid answers. Excluded answers: 0. Type: alternative.

Ask the engine yourself; answers vary by run.ChatGPT Perplexity Claude

What are the best alternatives to AscendTMS?

Question q5. 15 valid answers. Excluded answers: 0. Type: alternative.

Ask the engine yourself; answers vary by run.ChatGPT Perplexity Claude

What are the best alternatives to McLeod for a freight broker?

Question q6. 15 valid answers. Excluded answers: 0. Type: alternative.

Ask the engine yourself; answers vary by run.ChatGPT Perplexity Claude

AscendTMS vs Alvys, which is better for a small broker?

Question q7. 15 valid answers. Excluded answers: 0. Type: buyer evaluation.

Ask the engine yourself; answers vary by run.ChatGPT Perplexity Claude

Truckbase vs Alvys, which TMS is better for carriers?

Question q8. 15 valid answers. Excluded answers: 0. Type: buyer evaluation.

Ask the engine yourself; answers vary by run.ChatGPT Perplexity Claude

What should I look for in a transportation management system?

Question q9. 15 valid answers. Excluded answers: 0. Type: buyer evaluation.

Ask the engine yourself; answers vary by run.ChatGPT Perplexity Claude

What is the best TMS for a shipper moving about 200 loads a month?

Question q10. 15 valid answers. Excluded answers: 0. Type: specific workflow.

Ask the engine yourself; answers vary by run.ChatGPT Perplexity Claude

Release and method

Release: 2026-09, version 2026-09.1
Published: 2026-09-23
Answer capture date: 2026-09-22
Source capture dates: 2026-09-21
Engines: ChatGPT, Claude, Perplexity, Google AI Overviews, Google AI Mode
Configuration: 10 fixed target questions, 5 engines, 3 repeats. No controls were run for this category.
Method version: v1.1
Excluded answers: 0 target answers excluded; exact reasons are listed. No controls were run for this category.
Commissioned engagement: No commissioned engagement is declared for this category.

Exact names and listed aliases are matched without case sensitivity at word boundaries. Plain word names require a listed qualifier nearby in the same sentence or the canonical domain among cited URLs. A vendor citation counts only when that answer also names the vendor under this rule.

Verbatim answer text is retained privately with the measurement input and import audit. No answer quotations are published here.

Download and cite

Release JSON · Category CSV · DOI 10.5281/zenodo.22907695

How to cite: Broadcastwell. The Absence Index, Transportation management systems, version 2026-09.1. Permanent record. CC BY 4.0 with attribution to Broadcastwell.

About this page

Observed answers on stated dates, not a ranking. This is not a judgment of product quality.

This public record reports the checked set, fixed questions and stated dates. Claim a vendor page, file a dispute or ask for a re-run, or read the dispute policy and log.

Read this page as JSON · Dataset and page metadata

Transportation management systems

Criteria Maps

Fit with the stated transportation operating needs

Automation of repetitive transportation work

Shipment tracking and status visibility

Route planning and optimization

Transportation reporting and analytics

Connections with existing transportation and business systems

Invoice reconciliation and freight charge audits

Support for required freight transportation modes

Carrier selection

Delivery service reporting

Limited implementation and administrative complexity

Real time shipment tracking

Shipment consolidation

Freight rate management

Ease of use for dispatchers and transportation staff

Carrier performance tracking

Comparison of carrier rates

Freight cost reporting

Scalability for growing transportation operations

Cost appropriate to operating scale and budget

ERP connections

Management of carrier relationships

Cloud based deployment

Exception handling workflows

Fit with the required geographic footprint

Freight payment and settlement

Shipping document handling

Supported API connections

Supported EDI data exchange

Estimated arrival times

Freight tendering

Full total cost of ownership

Load planning and optimization

Activity audit logs

Delay and exception alerts

Shipment dispatch

Adaptability as transportation needs change

Configurable reports or dashboards

Connected shipment lifecycle workflows

Freight billing

Freight sourcing and carrier procurement

Growth in shipment volume and network complexity

Shipment or order management

Carrier onboarding

Clear distinction between native, partner, custom and future features

Demonstrated operational capabilities or measured results

Freight contract management

Fuel surcharges and accessorial charges

IFTA fuel tax reporting

International freight operations

Load board connections

Load building

Machine learning and real time data for route selection

Mobile access for operational staff

Ongoing connector maintenance responsibility

Predicted arrival times

Responsive vendor support

Routing that respects delivery, capacity and service constraints

Shared operations and team collaboration

Shipment location tracking

Shipment milestone and event monitoring

Tests using real or representative shipment data

The complete order to cash process

Three year total cost of ownership

Tracking coverage for the actual carriers

Trailer utilization

Unified contract freight, private fleet and spot moves

A clear integration plan

API or EDI connections

Access controls

Assigned exception ownership

Carrier acceptance tracking

Carrier performance scorecards

Data cleanup

Data export

Defined tracking data freshness

Disaster recovery arrangements

ERP or warehouse management connections