AEO for transportation management software: AI search visibility ranking
How AI search engines rank transportation management software by visibility and citations. 20 brands measured quarterly 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, manage carriers, rate freight, optimize shipments, and improve visibility across logistics networks. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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When buyers ask AI engines about Transportation management software, Rose Rocket consistently emerges as the leader with a notable visibility percentage of 25.0%. Other top brands such as MercuryGate and Oracle Transportation Management also receive frequent mentions, indicating their strong presence in this sector.
The rankings are influenced by data pulled from high-traffic domains like youtube.com and gartner.com. These sites often serve as aggregators and review platforms, providing a wealth of expert opinions and user feedback that AI models tap into for forming their rankings.
For buyers evaluating options, considering recent reviews and third-party validations is crucial when picking from this list. AI engines prioritize sources with topical authority and updated information, so looking into what well-informed communities and industry experts say can guide a sound decision.
At a glance
What we observed in this category
Rose Rocket leads the transportation management software category with a visibility score of 25.0%, more than double the 12.5% held by second-placed MercuryGate and Oracle Transportation Management. The category average visibility sits at just 2.5%, making Rose Rocket's position a significant outlier. This gap matters because Google AI Mode is concentrating named mentions heavily on one brand while the majority of the 20 tracked brands register zero visibility, creating a winner-takes-most dynamic at the top of AI-generated responses.
A clear divergence exists between visibility and citation across this category. Rose Rocket, MercuryGate, and Oracle Transportation Management each hold positive visibility scores yet carry 0.0% citation rates. Conversely, e2open, Turvo, Manhattan Active Transportation Management, and Trimble TMS each show 0.0% visibility but 12.5% citation rates. This means some brands are named in AI responses without their domains being sourced, while others are sourced without being prominently named, suggesting AI Mode treats brand mentions and domain references as distinct signals here.
Google AI Mode is the dominant engine across all tracked brands in this category, with no other engine appearing as a top source for any brand. The top cited external sources include Gartner, G2, Software Advice, and Reddit, alongside YouTube and niche sites like Guideflow and Suitefleet. This pattern suggests AI Mode is anchoring on third-party review and analyst platforms rather than vendor-owned domains when constructing responses about transportation management software, which helps explain why brand citation rates remain low even for visible brands.
Movers & shakers since last refresh
Biggest visibility risers
-
Rose Rocket 12% → 25% · rank #6 → #1+12pp
-
Oracle Transportation Management 0% → 12% · rank #14 → #3+12pp
Biggest visibility fallers
-
Kuebix 12% → 0% · rank #2 → #9-12pp
-
Freightview 12% → 0% · rank #3 → #10-12pp
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SAP Transportation Management 12% → 0% · rank #4 → #15-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
roserocket.com
|
25% | 0% | Google AI Mode |
Rose Rocket leads with 25.0% visibility, ten times the 2.5% category average, after rising from rank 6 with a 12.5 percentage point visibility gain, yet holds a 0.0% citation rate. |
||||
| 2 |
mercurygate.com
|
12% | 0% | Google AI Mode |
MercuryGate sits at 12.5% visibility, matching Oracle Transportation Management at rank 3, both five times the category average, but neither brand earns any citations from Google AI Mode. |
||||
| 3 |
oracle.com
|
12% | 0% | Google AI Mode |
Oracle Transportation Management rose from rank 14 to rank 3, gaining 12.5 visibility points, making it the second-biggest riser in the category despite carrying a 0.0% citation rate. |
||||
| 4 |
e2open.com
|
0% | 12% | Google AI Mode |
e2open holds a composite score of 3.8 with zero visibility but a 12.5% citation rate, placing it among four brands that are sourced by AI Mode without being named in responses. |
||||
| 5 |
turvo.com
|
0% | 12% | Google AI Mode |
Turvo shares an identical profile with e2open and two other brands, 0.0% visibility and 12.5% citation, indicating AI Mode references its domain as a source without featuring it as a named brand. |
||||
| 6 |
manh.com
|
0% | 12% | Google AI Mode |
| 7 |
trimble.com
|
0% | 12% | Google AI Mode |
| 8 |
descartes.com
|
0% | 0% | Google AI Mode |
| 9 |
kuebix.com
|
0% | 0% | Google AI Mode |
| 10 |
freightview.com
|
0% | 0% | Google AI Mode |
| 11 |
uberfreight.com
|
0% | 0% | Google AI Mode |
| 12 |
blueyonder.com
|
0% | 0% | Google AI Mode |
| 13 |
3gtms.com
|
0% | 0% | Google AI Mode |
| 14 |
alpegagroup.com
|
0% | 0% | Google AI Mode |
| 15 |
sap.com
|
0% | 0% | Google AI Mode |
| 16 |
tailwindtransportationsoftware.com
|
0% | 0% | Google AI Mode |
| 17 |
mcleodsoftware.com
|
0% | 0% | Google AI Mode |
| 18 |
logisticallyinc.com
|
0% | 0% | Google AI Mode |
| 19 |
magaya.com
|
0% | 0% | Google AI Mode |
| 20 |
shipsy.io
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on transportation management software, 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 AEO 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. More on visibility →
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. More on citation rate →
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. How AI engines pick sources →
AEO 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 90 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own transportation management software brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation 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 AEO for transportation management software
Who leads AI visibility in transportation management software?
Rose Rocket leads with 25.0% visibility, more than double the next closest brands MercuryGate and Oracle Transportation Management, which each hold 12.5%. The category average is just 2.5%.
Which brands are cited most often in AI responses for transportation management software?
e2open, Turvo, Manhattan Active Transportation Management, and Trimble TMS each carry the highest citation rate in the category at 12.5%, though all four have 0.0% visibility scores.
What sources does Google AI Mode anchor on for transportation management software research?
The top cited sources include Gartner, G2, Software Advice, YouTube, Reddit, Guideflow, Geotab, and Suitefleet, indicating AI Mode relies heavily on third-party review and analyst platforms rather than vendor sites.
Which brands have seen the biggest AI visibility changes recently?
Rose Rocket gained 12.5 visibility points rising from rank 6 to rank 1, while Kuebix, Freightview, and SAP Transportation Management each lost 12.5 visibility points and dropped to zero visibility.
Is there a gap between being named in AI responses and being cited as a source in this category?
Yes, the data shows a clear split where the top three visible brands hold 0.0% citation rates, while four brands with 12.5% citation rates carry 0.0% visibility, showing AI Mode treats these as separate signals.
How concentrated is AI visibility across the 20 tracked brands in this category?
Visibility is highly concentrated, with only three of 20 brands recording any visibility at all, and Rose Rocket alone accounting for 25.0% against a category average of 2.5%.