Warehouse execution systems: AI search visibility ranking (2026)
How AI search engines rank warehouse execution 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. Warehouse execution systems used to coordinate labor, automation, tasks, and real-time fulfillment activity on the warehouse floor. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Download this ranking as a PDF
We'll email it to you. One-off send — no list, no follow-up, no surprise marketing.
When buyers ask AI engines about Warehouse execution systems, Softeon emerges as the leader. Notably, the brand captures a visibility percentage of 12.5 and a citation rate of 25.0 percent. Other top brands mentioned include Blue Yonder and Infor WMS, indicating they frequently appear in AI-generated suggestions.
The rankings are influenced by the domains from which AI engines gather information, with top sources like youtube.com, gartner.com, and metaoption.com leading the way. These sites often act as aggregators or review platforms, suggesting that real-world user experiences and expert evaluations significantly shape the AI-generated rankings.
For a buyer evaluating these systems, it's important to consider what AI engines value: brands with recent reviews, strong third-party validation, and recognized authority in specific subcategories. Prioritizing these factors may provide a more informed choice aligned with current industry insights and trends.
At a glance
What we observed in this category
Softeon leads the warehouse execution systems category with a composite score of 16.2, pulling ahead of Blue Yonder, Infor WMS, and SAP Extended Warehouse Management, which all share identical visibility scores of 12.5% but hold composite scores of only 8.8. The gap is driven entirely by citation: Softeon carries a 25.0% citation rate while its three nearest rivals register 0.0%. In a category where the average visibility and citation rates both sit at 2.5%, Softeon's position represents a fivefold advantage over the field average.
A clear divergence exists between brands that appear in AI-generated answers and those the AI trusts enough to cite. Blue Yonder, Infor WMS, and SAP Extended Warehouse Management each achieve 12.5% visibility yet receive zero citations, meaning they are named but not sourced. Manhattan Associates and Made4net show the inverse pattern, with 0.0% visibility but 12.5% citation rates each, suggesting the AI references their domains as supporting evidence without surfacing them as primary answers. Softeon is the only brand that scores meaningfully on both dimensions.
Every brand in the top ten lists Google AI Mode as its top engine, confirming this category's AI visibility contest is concentrated on a single platform. Among the top cited sources, gartner.com and youtube.com appear alongside softeon.com itself, while community and trade sites including reddit.com, sclogistics.com, manufacturingdigital.com, and erpsoftwareblog.com also feature. The presence of erpsoftwareblog.com and metaoption.com signals that Google AI Mode is drawing on niche third-party review and comparison content rather than anchoring exclusively on vendor or analyst domains.
Movers & shakers since last refresh
Biggest visibility risers
-
Softeon 0% → 12% · rank #5 → #1+12pp
-
Blue Yonder 0% → 12% · rank #2 → #2+12pp
-
Infor WMS 0% → 12% · rank #9 → #3+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
softeon.com
|
12% | 25% | Google AI Mode |
Softeon is the only brand above the 2.5% category average on both dimensions, holding a 25.0% citation rate that is 25 points above the next-ranked peers. |
||||
| 2 |
blueyonder.com
|
12% | 0% | Google AI Mode |
Blue Yonder matches the top visibility tier at 12.5% but scores zero citations, leaving its composite score at 8.8 versus Softeon's 16.2. |
||||
| 3 |
infor.com
|
12% | 0% | Google AI Mode |
Infor WMS rose six places from rank 9 to rank 3 this period, gaining 12.5 visibility points, but carries no citation weight in this cycle. |
||||
| 4 |
sap.com
|
12% | 0% | Google AI Mode |
SAP Extended Warehouse Management shares an identical composite score of 8.8 with Blue Yonder and Infor WMS, reflecting equal visibility but a complete absence of citations. |
||||
| 5 |
manh.com
|
0% | 12% | Google AI Mode |
Manhattan Associates records 0.0% visibility yet holds a 12.5% citation rate, placing it above six zero-score brands despite never appearing as a named answer. |
||||
| 6 |
made4net.com
|
0% | 12% | Google AI Mode |
| 7 |
koerber-supplychain.com
|
0% | 0% | Google AI Mode |
| 8 |
tecsys.com
|
0% | 0% | Google AI Mode |
| 9 |
dematic.com
|
0% | 0% | Google AI Mode |
| 10 |
swisslog.com
|
0% | 0% | Google AI Mode |
| 11 |
oracle.com
|
0% | 0% | Google AI Mode |
| 12 |
extensiv.com
|
0% | 0% | Google AI Mode |
| 13 |
locusrobotics.com
|
0% | 0% | Google AI Mode |
| 14 |
greyorange.com
|
0% | 0% | Google AI Mode |
| 15 |
6river.com
|
0% | 0% | Google AI Mode |
| 16 |
exotec.com
|
0% | 0% | Google AI Mode |
| 17 |
geekplus.com
|
0% | 0% | Google AI Mode |
| 18 |
fortna.com
|
0% | 0% | Google AI Mode |
| 19 |
generixgroup.com
|
0% | 0% | Google AI Mode |
| 20 |
mecalux.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on warehouse execution 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. 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 →
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. How AI search ranking works →
Get your own warehouse execution 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 warehouse execution systems AI visibility
Who leads AI visibility in warehouse execution systems?
Softeon leads with a composite score of 16.2 and a 25.0% citation rate, placing it well above Blue Yonder, Infor WMS, and SAP Extended Warehouse Management, which each score 8.8.
What is the average AI visibility for brands in this category?
The category average sits at 2.5% for both visibility and citation, meaning only four of the twenty tracked brands perform above the field average.
Which brands are named in AI answers but not cited as sources?
Blue Yonder, Infor WMS, and SAP Extended Warehouse Management each appear in 12.5% of AI answers but receive zero citations, indicating they are mentioned without being used as reference sources.
What sources does Google AI Mode cite most for warehouse execution systems research?
The top cited sources include youtube.com, gartner.com, softeon.com, reddit.com, and niche trade sites such as erpsoftwareblog.com and manufacturingdigital.com.
Which brands gained the most AI visibility in the most recent period?
Softeon, Blue Yonder, and Infor WMS are the three biggest risers, each gaining 12.5 visibility points from a previous baseline of 0.0%, with Softeon also adding 25.0 citation points.
Can a brand be cited by AI without appearing in its generated answers?
Yes, Manhattan Associates and Made4net each hold a 12.5% citation rate with 0.0% visibility, showing the AI uses their domains as supporting references without surfacing them as named recommendations.