AEO for digital shelf analytics software: AI search visibility ranking
How AI search engines rank digital shelf analytics 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. Digital shelf analytics software used by brands to measure visibility, content quality, share of search, pricing, and retail execution on online marketplaces. 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 AI engines respond to buyer queries about Digital shelf analytics software, Profitero leads the conversation, mentioned in 62.5% of responses. Other prominent brands like Syndigo and CommerceIQ also appear frequently, reflecting their strong market presence. Profitero achieves a high visibility, cited 37.5% of the time, showcasing its dominance in AI-generated recommendations.
The current rankings are driven by the sources AI engines frequently reference. With sites like inriver.com and gartner.com at the forefront, these aggregators and review platforms heavily influence brand visibility. Their analytical content and industry insights provide the backbone for AI engines, determining which brands are featured prominently in AI-generated answers.
For a buyer evaluating this list, one key consideration is how AI engines weigh factors like recent reviews and third-party validations. Search visibility is boosted through strong topical authority and updated information on e-commerce analytics. Brands with high citation percentages from authoritative sources are likely viewed as leaders in specific subcategories by AI engines.
At a glance
What we observed in this category
Profitero leads the digital shelf analytics software category with a composite score of 55.0, pulling ahead of second-ranked Syndigo (47.5) through a combination of equal visibility (both at 62.5%) and a significantly higher citation rate (37.5% versus 12.5%). That citation gap is what separates the two, and it reflects how Google AI Mode distinguishes between brands it mentions and brands it trusts enough to reference as a source. The category average visibility sits at just 13.8%, meaning both leaders are operating at roughly four and a half times the typical brand's exposure.
The data reveals a clear divergence between being named and being cited. Data Impact holds 37.5% visibility with zero citations, and NielsenIQ shows the same pattern at 25% visibility and 0% citation rate. Conversely, Intelligence Node records 0% visibility yet achieves a 37.5% citation rate, suggesting Google AI Mode is pulling its content as a source while not surfacing the brand in direct responses. Salsify presents a similar inversion, falling from rank 2 to rank 6 in visibility while its citation rate actually increased by 12.5 percentage points.
Google AI Mode is the dominant engine across all ten ranked brands, with no exceptions in the data. Third-party and analyst sources anchor AI responses heavily in this category. The top cited sources include gartner.com, inriver.com, and intelligencenode.com alongside brand-owned domains like profitero.com and salsify.com. This pattern indicates that AEO performance here is shaped substantially by how well brands appear within analyst roundups and comparison content, not just through their own domain authority.
Movers & shakers since last refresh
Biggest visibility risers
-
Profitero 25% → 62% · rank #3 → #1+38pp
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CommerceIQ 0% → 38% · rank #7 → #3+38pp
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Syndigo 38% → 62% · rank #1 → #2+25pp
Biggest visibility fallers
-
Salsify 25% → 12% · rank #2 → #6-12pp
-
Stackline 25% → 12% · rank #4 → #9-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
profitero.com
|
62% | 38% | Google AI Mode |
Profitero leads with a composite score of 55.0, driven by a 37.5% citation rate that is 25 percentage points above second-ranked Syndigo and the largest citation gain in the period. |
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| 2 |
syndigo.com
|
62% | 12% | Google AI Mode |
Syndigo matches Profitero's 62.5% visibility but converts only 12.5% of appearances into citations, leaving a 7.5-point composite gap that reflects weaker source-level trust in Google AI Mode. |
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| 3 |
commerceiq.ai
|
38% | 25% | Google AI Mode |
CommerceIQ rose four places to rank 3 after gaining 37.5 visibility points from a previous baseline of zero, though its citation rate of 25% has not yet moved in line with that visibility jump. |
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| 4 |
dataimpact.com
|
38% | 0% | Google AI Mode |
Data Impact holds 37.5% visibility, nearly three times the category average, but records a 0% citation rate, indicating Google AI Mode names the brand without using its content as a reference. |
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| 5 |
niq.com
|
25% | 0% | Google AI Mode |
NielsenIQ sits at 25% visibility and 0% citations, suggesting that despite brand recognition, it is not yet being treated as a citable source within Google AI Mode responses for this category. |
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| 6 |
salsify.com
|
12% | 25% | Google AI Mode |
| 7 |
pacvue.com
|
12% | 12% | Google AI Mode |
| 8 |
intelligencenode.com
|
0% | 38% | Google AI Mode |
| 9 |
stackline.com
|
12% | 0% | Google AI Mode |
| 10 |
pricespider.com
|
12% | 0% | Google AI Mode |
| 11 |
wiser.com
|
0% | 0% | Google AI Mode |
| 12 |
pattern.com
|
0% | 0% | Google AI Mode |
| 13 |
flywheeldigital.com
|
0% | 0% | Google AI Mode |
| 14 |
channeladvisor.com
|
0% | 0% | Google AI Mode |
| 15 |
mikmak.com
|
0% | 0% | Google AI Mode |
| 16 |
similarweb.com
|
0% | 0% | Google AI Mode |
| 17 |
edgeascential.com
|
0% | 0% | Google AI Mode |
| 18 |
estoremedia.com
|
0% | 0% | Google AI Mode |
| 19 |
conjura.com
|
0% | 0% | Google AI Mode |
| 20 |
omniaretail.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on digital shelf analytics 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 digital shelf analytics 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 digital shelf analytics software
Who leads AEO in digital shelf analytics software?
Profitero leads with a composite score of 55.0, achieving 62.5% visibility and a 37.5% citation rate, which is the highest citation rate in the category by a clear margin.
What sources does Google AI Mode cite most for digital shelf analytics software research?
The top cited sources include inriver.com, gartner.com, intelligencenode.com, profitero.com, and salsify.com, indicating AI responses in this category anchor heavily on analyst and comparison-oriented content.
Which brands have high visibility but low citation rates in this category?
Data Impact and NielsenIQ both record 0% citation rates despite visibility scores of 37.5% and 25% respectively, meaning they are named in AI responses but not used as trusted sources.
Can a brand be cited without appearing in AI responses for digital shelf analytics?
Yes. Intelligence Node has a 37.5% citation rate but 0% visibility, showing that Google AI Mode draws on its content as a source without surfacing the brand directly in responses.
Which brands have seen the biggest AEO shifts in digital shelf analytics software recently?
Profitero and CommerceIQ are the biggest risers, gaining 37.5 visibility points each, while Salsify and Stackline fell by 12.5 visibility points despite Salsify's citation rate increasing by 12.5 points.
How concentrated is AEO performance across the 20 brands in this category?
Performance is highly concentrated: the category average visibility is just 13.8% and average citation rate is 7.5%, while the top two brands each sit at 62.5% visibility.