Subcategory · AI Citation Index
Transportation Management (TMS)
The TMS landscape is characterized by established enterprise platforms commanding the highest consideration rates, yet no vendor breaks 60% shortlisting—indicating a fragmented market where buyers struggle to identify clear winners. SAP Extended Warehouse Management and Blue Yonder lead at 56-58%, followed closely by Oracle and MercuryGate in the low-50s range, while visibility specialist project44 trails at 43%. The consistent model_diversity=4 across all top brands suggests evaluators apply similar criteria regardless of vendor positioning. With 64 consensus brands but only 12 reaching evaluation stage and 0% prompt coverage, the category suffers from low buyer engagement data, making it difficult to assess true differentiation or emerging challengers.
163 discovery queries · 334 head-to-heads · refreshed Oct 22, 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 7/100
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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
SAP Extended Warehouse Management
Leads shortlisting at 58%, likely benefiting from SAP's enterprise footprint and integrated supply chain suite positioning.
Read brand profile →Blue Yonder
Strong 56% shortlist rate reflects its AI-driven supply chain narrative and breadth across planning and execution domains.
Read brand profile →project44
At 43%, trails traditional TMS platforms despite visibility specialization, suggesting tracking capabilities remain secondary to core freight management.
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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