Subcategory · AI Citation Index
Transportation Management (TMS)
The Transportation Management category demonstrates mature vendor consolidation, with top brands achieving shortlist rates between 37-56% and uniformly high model diversity (4), indicating consistent cross-model recognition. However, 0% prompt coverage reveals these brands emerge from baseline knowledge rather than user-specified requirements, suggesting evaluations rely on general reputation over tailored fit. The gap between 62 consensus brands and only 12 evaluation brands points to a market where established players dominate consideration sets, but actual competitive analysis remains shallow.
163 discovery queries · 346 head-to-heads · refreshed Jun 29, 2026
Discovery stage
The shortlist
Across 163 buyer-style "Transportation Management (TMS)" queries
Hover or click a logo to see brand details
Get weekly AI visibility changes for Transportation Management (TMS) sent to your inbox.
Score shifts, new entrants, citation gaps — every Monday.
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 12/100
Hover or click a logo to see brand details
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
Leads the category with 56% shortlist rate, achieving top-of-mind status across all models despite zero explicit user requests.
Read brand profile →Descartes
Strong second at 51% shortlist rate, demonstrating consistent cross-model recognition as a core TMS contender.
Read brand profile →project44
Achieves 43% shortlist rate, representing newer visibility-focused platforms gaining ground against 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
Buyers comparing optionsWant to know if AI cites your brand for Transportation Management (TMS)?
Free audit. ChatGPT, Perplexity, Gemini, Claude.
Run an audit →