Subcategory · AI Citation Index
Transportation Management (TMS)
The TMS category exhibits robust consensus with 35 brands recognized and 12 undergoing evaluation, suggesting a maturing but still-evolving market. Leaders like Blue Yonder (56%), Descartes (51%), and Oracle (47% and 45% for distinct offerings) demonstrate strong model agreement at diversity level 4, indicating these brands appear across varied analytical frameworks. However, the complete absence of prompt coverage reveals a critical gap: no selections trace to explicit buyer requirements, meaning all recommendations stem from model inference rather than stated customer needs. This pattern suggests TMS evaluation may be driven more by vendor visibility and feature breadth than by specific use-case alignment.
163 discovery queries · 346 head-to-heads · refreshed Jun 1, 2026
Discovery stage
The shortlist
Across 163 buyer-style "Transportation Management (TMS)" queries
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Signal by intent
By topic
Top 5 most-cited brands per intent cluster. Brands with zero citations in a topic are not shown.
Evaluation stage
Head-to-head
How often AI cites each brand across uniform category evaluation prompts · median 18/100
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Each brand's score is the share of category evaluation prompts where AI cited them across all four engines — the same prompt pool for every brand. Brands above the median citation rate have stronger presence in evaluation-stage queries.
Brands to know
In this category
Blue Yonder
Highest shortlist rate at 56% with maximum model diversity signals broad applicability across supply chain complexity levels and industry verticals.
Read brand profile →Descartes
Strong 51% shortlist rate reflects established position in multimodal freight management with consistent cross-model recognition.
Read brand profile →project44
43% shortlist rate positions this real-time visibility platform as a modern alternative challenging traditional TMS incumbents.
Read brand profile →Citation sources
Where AI pulls citations from
664 citations captured across Transportation Management (TMS) prompt runs.
Vendor pages
144Product, help, and marketing pages from tracked vendors
Independent sources
166Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top Transportation Management (TMS) questions
Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.
Discovery
Buyers exploring the categoryEvaluation
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