Transportation management systems: AI search visibility ranking (2026)
How AI search engines rank transportation management systems by visibility and citations. 20 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Transportation management systems used to plan loads, book carriers, optimize freight movements, and control shipping operations across supply chains. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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At a glance
What we observed in this categoryauto-generated
Oracle Transportation Management leads the TMS category with a 25% visibility score, more than double the 12.5% held by both Blue Yonder and FreightPOP in joint second place. The gap between Oracle and the rest is stark: 17 of the 20 tracked brands, including established players like SAP Transportation Management, Manhattan Associates, and Descartes, score zero visibility. With a category average of just 2.5%, Oracle's dominance in AI-generated responses is disproportionate to any realistic market share split.
A defining pattern in this audit is the complete absence of citation across all brands. Every brand, including the top three by visibility, records a 0% citation rate. This means Google AI Mode names Oracle, Blue Yonder, and FreightPOP in responses but does not link back to their domains. Named visibility and trusted citation are entirely disconnected here, which limits the commercial value of that visibility and signals the AI is summarising rather than sourcing from brand-owned content.
Google AI Mode is the sole engine recorded across all 20 brands in this dataset, making cross-engine comparison impossible from this data alone. The top cited sources in the category are third-party properties: gartner.com, supplychaindigital.com, reddit.com, youtube.com, and niche logistics sites like datatruck.io and omniful.ai. This suggests AI responses on TMS topics are being anchored on analyst and community content rather than vendor websites, which explains why brand citation rates are uniformly zero.
Movers & shakers since last refresh
Biggest visibility risers
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Oracle Transportation Management 0% → 25% · rank #0 → #1+25pp
-
Blue Yonder 0% → 12% · rank #0 → #2+12pp
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FreightPOP 0% → 12% · rank #0 → #3+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
oracle.com
|
25% | 0% | Google AI Mode |
Oracle leads with 25% visibility, ten times the 2.5% category average, yet holds a 0% citation rate identical to every other brand in the dataset. |
||||
| 2 |
blueyonder.com
|
12% | 0% | Google AI Mode |
Blue Yonder sits joint second with FreightPOP at 12.5% visibility, exactly half Oracle's score, and also records zero citations despite being named in AI responses. |
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| 3 |
freightpop.com
|
12% | 0% | Google AI Mode |
FreightPOP matches Blue Yonder at 12.5% visibility, a notable result for a smaller brand sharing rank with a major supply chain platform like Blue Yonder. |
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| 4 |
sap.com
|
0% | 0% | Google AI Mode |
SAP Transportation Management scores zero visibility despite being a widely recognised TMS vendor, placing it alongside 16 other brands at the floor of this dataset. |
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| 5 |
manh.com
|
0% | 0% | Google AI Mode |
Manhattan Associates records zero visibility and zero citations, indistinguishable from lower-tier brands like MercuryGate and Korber Supply Chain in this AI audit snapshot. |
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| 6 |
mercurygate.com
|
0% | 0% | Google AI Mode |
| 7 |
descartes.com
|
0% | 0% | Google AI Mode |
| 8 |
e2open.com
|
0% | 0% | Google AI Mode |
| 9 |
infor.com
|
0% | 0% | Google AI Mode |
| 10 |
koerber-supplychain.com
|
0% | 0% | Google AI Mode |
| 11 |
trimble.com
|
0% | 0% | Google AI Mode |
| 12 |
3gtms.com
|
0% | 0% | Google AI Mode |
| 13 |
alpegagroup.com
|
0% | 0% | Google AI Mode |
| 14 |
shipwell.com
|
0% | 0% | Google AI Mode |
| 15 |
magaya.com
|
0% | 0% | Google AI Mode |
| 16 |
uberfreight.com
|
0% | 0% | Google AI Mode |
| 17 |
pando.ai
|
0% | 0% | Google AI Mode |
| 18 |
transporeon.com
|
0% | 0% | Google AI Mode |
| 19 |
revenova.com
|
0% | 0% | Google AI Mode |
| 20 |
logility.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on transportation management systems, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer.
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence — different from being named.
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps.
Rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically.
Get your own transportation management systems brand audited
The brands above were curated from public market-leader lists. Want the same measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about transportation management systems AI visibility
Who leads AI visibility in the Transportation Management Systems category?
Oracle Transportation Management leads with 25% visibility in Google AI Mode, more than double the score of joint second-place brands Blue Yonder and FreightPOP, each at 12.5%.
What is the average AI visibility score for TMS brands?
The category average visibility is 2.5% across 20 tracked brands, with 17 of those brands recording zero visibility in this audit.
Which brands are cited by AI when answering TMS queries?
No brand in this dataset receives any citations. All 20 brands, including the top three by visibility, record a 0% citation rate in Google AI Mode.
What sources does AI cite most for Transportation Management Systems research?
The top cited sources are gartner.com, supplychaindigital.com, reddit.com, youtube.com, and niche logistics sites such as datatruck.io and omniful.ai, none of which are vendor-owned domains.
Why do high-visibility TMS brands like Oracle still have zero citation rates?
Google AI Mode appears to name these brands in responses while drawing its source material from third-party analyst and community sites, meaning brand mentions do not translate into links back to vendor domains.
How does SAP Transportation Management compare to Oracle in AI visibility?
SAP scores zero visibility in this audit versus Oracle's 25%, placing SAP at the same floor level as 16 other brands despite its recognised market position in TMS.