AEO for retail execution software: AI search visibility ranking
How AI search engines rank retail execution 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. Retail execution tools used to manage field merchandising, audits, shelf compliance, store visits, and sales performance across distributed retail teams. 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 Retail execution software, AI engines frequently point to Yoobic as the leading option, with Aforza and Pepperi also appearing among the top recommendations. Notably, Yoobic is mentioned in 12.5% of citations, indicating strong visibility relative to other brands in the sector.
These rankings are largely shaped by the sources that AI engines prioritize, including simplydepo.com, retailexecutionsoftware.com, and guideflow.com. These domains often serve as aggregator and review sites, providing a comprehensive view that supports the AI engines' evaluations. Such sources contribute significantly to the visibility and citation percentages of the brands.
For buyers consulting this list, it's important to consider the factors AI engines value, such as recent reviews and third-party endorsements. The emphasis on topical authority means brands like Yoobic get recognition beyond just popularity. To make an informed choice, look at how well brands perform in specific subcategories within retail execution software.
At a glance
What we observed in this category
Yoobic holds the top rank in the retail execution software category with a composite score of 3.8, yet its current visibility sits at 0.0 percent, identical to every other brand in the top 10. Its only differentiator is a 12.5 percent citation rate, while all other ranked brands show 0.0 percent citation. This gap between rank and actual measurable presence means the category leader is separated from the rest by a thin citation signal rather than any meaningful visibility advantage.
The divergence between being named and being trusted as a source is stark here. Yoobic is cited in 12.5 percent of relevant AI responses but holds zero visibility, suggesting Google AI Mode references it by name without consistently surfacing its own domain as a source. Meanwhile, brands like Repsly, which previously held the top rank, have fallen to rank 5 with a citation delta of minus 25.0 percent, indicating that prior AI presence offers no guarantee of retention.
The top cited sources in this category are almost entirely third-party review and aggregator domains: simplydepo.com, retailexecutionsoftware.com, softwareworld.co, and theretailexec.com appear alongside youtube.com and lumiformapp.com. Google AI Mode is anchoring its retail execution software responses on these intermediary sites rather than on brand-owned domains. No brand in the top 10 appears among the top cited sources, confirming that owned content is not driving AI citations in this category.
Movers & shakers since last refresh
Biggest visibility fallers
-
Yoobic 50% → 0% · rank #2 → #1-50pp
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Repsly 50% → 0% · rank #1 → #5-50pp
-
VisitBasis 12% → 0% · rank #3 → #6-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
yoobic.com
|
0% | 12% | Google AI Mode |
Yoobic is the only brand with any citation presence at 12.5 percent, placing it above the 0.6 percent category average, though its visibility has dropped 50 percentage points from the prior period. |
||||
| 2 |
aforza.com
|
0% | 0% | Google AI Mode |
Aforza holds rank 2 with a composite score of 0.0, matching the category average visibility of 0.0 percent and showing no differentiation from ranks 3 through 10 on any measured signal. |
||||
| 3 |
pepperi.com
|
0% | 0% | Google AI Mode |
Pepperi sits at rank 3 with zero visibility and zero citation, indistinguishable from the majority of the top 10 and contributing nothing above the 0.6 percent category average citation rate. |
||||
| 4 |
traxretail.com
|
0% | 0% | Google AI Mode |
Trax ranks 4th with a 0.0 composite score and no citation activity, despite being a recognised brand in retail shelf analytics, indicating its domain is not being surfaced by Google AI Mode. |
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| 5 |
repsly.com
|
0% | 0% | Google AI Mode |
Repsly fell from rank 1 to rank 5 this period, with visibility dropping 50 percentage points and citation falling 25 percentage points, the steepest combined decline of any brand in the dataset. |
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| 6 |
visitbasis.com
|
0% | 0% | Google AI Mode |
| 7 |
paralleldots.com
|
0% | 0% | Google AI Mode |
| 8 |
paralleldots.com
|
0% | 0% | Google AI Mode |
| 9 |
gospotcheck.com
|
0% | 0% | Google AI Mode |
| 10 |
bamboorose.com
|
0% | 0% | Google AI Mode |
| 11 |
storeforce.com
|
0% | 0% | Google AI Mode |
| 12 |
stayinfront.com
|
0% | 0% | Google AI Mode |
| 13 |
scandit.com
|
0% | 0% | Google AI Mode |
| 14 |
salsify.com
|
0% | 0% | Google AI Mode |
| 15 |
wisersolutions.com
|
0% | 0% | Google AI Mode |
| 16 |
blueyonder.com
|
0% | 0% | Google AI Mode |
| 17 |
forcemanager.com
|
0% | 0% | Google AI Mode |
| 18 |
bemyeye.com
|
0% | 0% | Google AI Mode |
| 19 |
fieldagent.net
|
0% | 0% | Google AI Mode |
| 20 |
imagerition.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on retail execution 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 retail execution 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 retail execution software
Who leads AI visibility in retail execution software?
Yoobic holds rank 1 with a composite score of 3.8 and a 12.5 percent citation rate, which is the only non-zero citation figure across the entire top 10 in this category.
What is the overall AI visibility level for retail execution software brands?
The category average visibility is 0.0 percent, and the average citation rate is just 0.6 percent, meaning the vast majority of brands in this space have no measurable presence in Google AI Mode responses.
What sources does Google AI Mode cite most for retail execution software research?
The top cited sources are third-party aggregators and review sites including simplydepo.com, retailexecutionsoftware.com, softwareworld.co, and theretailexec.com, with no brand-owned domains appearing in the top cited list.
Which brands have lost the most AI visibility in retail execution software recently?
Yoobic and Repsly each recorded a visibility delta of minus 50.0 percentage points, with Repsly also dropping from rank 1 to rank 5 and losing 25.0 percentage points of citation in the same period.
Is there any brand gaining AI visibility in retail execution software?
The data shows no biggest visibility risers in this category for the current period, meaning no brand recorded a positive visibility delta.
Does owning a strong brand in retail execution software translate into AI citation?
The data suggests it does not. Recognised brands such as Trax, Pepperi, and GoSpotCheck all show 0.0 percent citation, while third-party sites dominate the sources Google AI Mode actually references.