AEO for transportation management systems: AI search visibility ranking
How AI search engines rank transportation management systems 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, 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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When buyers inquire about Transportation Management Systems, e2open is the brand most frequently recommended by AI engines, claiming 25% visibility. MercuryGate and Oracle Transportation Management also consistently appear as top contenders. With such data, e2open emerges as the most visible option for those evaluating systems in this category.
The rankings are shaped significantly by sources like YouTube and Gartner.com, which are commonly cited by AI engines. YouTube provides firsthand user experiences, while Gartner offers authoritative analysis. Such sources ensure that the rankings reflect both practical user insights and expert evaluations of these systems.
For buyers, this highlights the importance of seeking systems with strong third-party validation and recent reviews. When choosing from this list, consider the brands that frequently feature in trusted sources, as AI engines prioritize recent evaluations and established topical authority in specific subcategories.
At a glance
What we observed in this category
e2open leads the transportation management systems category with a composite score of 25.0, the only brand where visibility and citation are perfectly aligned at 25.0% each. MercuryGate matches e2open on visibility at 25.0% but records zero citations, giving it a composite of 17.5 versus e2open's 25.0. That 7.5-point gap is significant because it separates a brand AI surfaces and trusts from one it surfaces but does not anchor on. The category average visibility sits at just 3.8%, making both leaders extreme outliers.
A clear divergence exists between being named and being cited. MercuryGate is named as often as e2open but cited zero times. FreightPOP and Pando show the inverse pattern, each carrying zero visibility but 12.5% citation rates, meaning AI references their content without naming them as category leaders. Oracle Transportation Management and Descartes hold 12.5% visibility each with zero citations, placing them in the same named-but-not-trusted position as MercuryGate. Blue Yonder fell from rank 1 to rank 7 and now registers zero on both metrics.
Google AI Mode is the sole engine recorded across all 20 brands in this audit, making cross-engine comparison impossible from this data set. The top cited sources anchoring AI responses include gartner.com, g2.com, youtube.com, and reddit.com alongside niche logistics outlets such as inteklogistics.com, mobilityinfotech.com, and locus.sh. The presence of reddit.com and youtube.com alongside Gartner signals that AI is pulling from peer discussion and video content, not solely from analyst or vendor-owned sources.
Movers & shakers since last refresh
Biggest visibility risers
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e2open 0% → 25% · rank #14 → #1+25pp
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MercuryGate 0% → 25% · rank #13 → #2+25pp
Biggest visibility fallers
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FreightPOP 12% → 0% · rank #5 → #5-12pp
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Blue Yonder 12% → 0% · rank #1 → #7-12pp
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Manhattan Associates 12% → 0% · rank #6 → #8-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
e2open.com
|
25% | 25% | Google AI Mode |
e2open is the only brand where visibility and citation both hit 25.0%, a composite of 25.0 versus the category average visibility of 3.8%, after jumping from rank 14. |
||||
| 2 |
mercurygate.com
|
25% | 0% | Google AI Mode |
MercuryGate matches e2open on visibility at 25.0% but records 0.0% citations, dropping its composite to 17.5 and signalling AI names it without drawing on its content. |
||||
| 3 |
oracle.com
|
12% | 0% | Google AI Mode |
Oracle Transportation Management holds 12.5% visibility and zero citations, a composite of 8.8, placing it in the named-but-not-cited tier alongside Descartes at identical scores. |
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| 4 |
descartes.com
|
12% | 0% | Google AI Mode |
Descartes mirrors Oracle exactly at 12.5% visibility, 0.0% citation, and a composite of 8.8, offering no differentiation from Oracle in current AI Mode responses. |
||||
| 5 |
freightpop.com
|
0% | 12% | Google AI Mode |
FreightPOP lost all visibility (down 12.5 points) yet gained 12.5 citation points, suggesting AI cites its content in context but no longer surfaces it as a named category answer. |
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| 6 |
pando.ai
|
0% | 12% | Google AI Mode |
| 7 |
blueyonder.com
|
0% | 0% | Google AI Mode |
| 8 |
manh.com
|
0% | 0% | Google AI Mode |
| 9 |
sap.com
|
0% | 0% | Google AI Mode |
| 10 |
trimble.com
|
0% | 0% | Google AI Mode |
| 11 |
infor.com
|
0% | 0% | Google AI Mode |
| 12 |
koerber-supplychain.com
|
0% | 0% | Google AI Mode |
| 13 |
3gtms.com
|
0% | 0% | Google AI Mode |
| 14 |
alpegagroup.com
|
0% | 0% | Google AI Mode |
| 15 |
logility.com
|
0% | 0% | Google AI Mode |
| 16 |
transporeon.com
|
0% | 0% | Google AI Mode |
| 17 |
revenova.com
|
0% | 0% | Google AI Mode |
| 18 |
magaya.com
|
0% | 0% | Google AI Mode |
| 19 |
uberfreight.com
|
0% | 0% | Google AI Mode |
| 20 |
shipwell.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 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 systems 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 systems
Who leads AI visibility in transportation management systems?
e2open leads with a composite score of 25.0, the only brand achieving 25.0% on both visibility and citation. MercuryGate shares the 25.0% visibility figure but records zero citations.
What is the average AI visibility for TMS brands?
The category average visibility is 3.8% and the average citation rate is 2.5% across 20 brands, indicating the field is highly concentrated at the top.
Which TMS brands are cited by AI but not prominently named?
FreightPOP and Pando each show 0.0% visibility but 12.5% citation rates, meaning AI draws on their content without positioning them as leading TMS answers.
What sources does AI cite most for TMS research?
The top cited sources include gartner.com, g2.com, youtube.com, reddit.com, and niche logistics sites such as inteklogistics.com, mobilityinfotech.com, geotab.com, and locus.sh.
Which brands have seen the biggest recent shifts in TMS AI visibility?
e2open rose from rank 14 to rank 1 with a visibility delta of plus 25.0 points, while Blue Yonder fell from rank 1 to rank 7 with a visibility delta of minus 12.5 points.
Which engine dominates AI visibility data for this TMS category?
Google AI Mode is the only engine recorded across all 20 brands in this audit, making it the sole reference point for all visibility and citation figures shown.