Digital shelf analytics software: AI search visibility ranking (2026)
How AI search engines rank digital shelf analytics software 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. 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 buyers inquire about Digital shelf analytics software, AI engines consistently name Syndigo as the leading brand, with a visibility percentage of 37.5. Alongside Syndigo, other prominent brands such as Salsify and Profitero are frequently mentioned. These brands stand out due to their robust offerings in the e-commerce space.
The rankings are influenced significantly by the sources AI engines reference most, including inriver.com and gartner.com, among others. Many of these sources are aggregator and review sites, indicating that breadth of coverage and peer reviews play a crucial role in shaping perceptions of the brands.
For buyers evaluating options from this list, consider how AI engines prioritize factors like recent reviews and third-party validations. Picking a brand that consistently receives feedback on authoritative sites might indicate reliable performance. Evaluating topical authority in digital shelf analytics ensures informed decision-making within this specialized area.
At a glance
What we observed in this category
Syndigo leads the digital shelf analytics software category with 37.5% visibility, more than 12 points above the next tier of brands (Salsify, Profitero, and Stackline, each at 25%). The category average sits at just 6.9%, which means Syndigo appears in AI responses at more than five times the typical rate. This gap is significant because it reflects a concentrated share of AI mindshare at the top, leaving most of the 20 tracked brands effectively invisible in Google AI Mode responses.
A notable divergence exists between visibility and citation in this category. Syndigo holds the highest visibility at 37.5% but records 0% citation, meaning AI surfaces it by name without anchoring to its domain as a source. CommerceIQ shows the inverse pattern: 0% visibility but 25% citation, making it a referenced source the AI trusts even though it rarely names the brand in responses. Salsify is the only top-five brand that achieves both meaningful visibility (25%) and a citation rate (12.5%) above zero.
The top cited sources in this category are dominated by third-party review and data aggregator sites including Gartner, Slashdot, SourceForge, and Inriver, rather than the brand domains themselves. YouTube and Worldmetrics also appear in the citation set, suggesting AI is drawing on a wide range of content types. No brand domain from the top-ranked vendors appears in the top cited sources list, which indicates the AI is forming its category knowledge from external commentary rather than first-party vendor content.
Movers & shakers since last refresh
Biggest visibility risers
-
Syndigo 12% → 38% · rank #2 → #1+25pp
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Salsify 0% → 25% · rank #8 → #2+25pp
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Profitero 12% → 25% · rank #1 → #3+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
syndigo.com
|
38% | 0% | Google AI Mode |
Syndigo leads with 37.5% visibility, more than five times the 6.9% category average, but records 0% citation, meaning AI names it without linking to its domain. |
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| 2 |
salsify.com
|
25% | 12% | Google AI Mode |
Salsify is the only top-five brand combining 25% visibility with a 12.5% citation rate, making it the most balanced performer across both AI presence metrics in this category. |
||||
| 3 |
profitero.com
|
25% | 0% | Google AI Mode |
Profitero holds 25% visibility and a composite score of 17.5 but records 0% citation, placing it level with Stackline and behind Salsify on overall AI authority signals. |
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| 4 |
stackline.com
|
25% | 0% | Google AI Mode |
Stackline matches Profitero exactly on visibility (25%), citation (0%), and composite score (17.5), with both brands anchored entirely to Google AI Mode for their AI presence. |
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| 5 |
niq.com
|
12% | 0% | Google AI Mode |
NielsenIQ sits at 12.5% visibility and a composite score of 8.8, placing it noticeably below the top four and at the same level as rank-six brand Data Impact. |
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| 6 |
dataimpact.com
|
12% | 0% | Google AI Mode |
| 7 |
commerceiq.ai
|
0% | 25% | Google AI Mode |
| 8 |
intelligencenode.com
|
0% | 12% | Google AI Mode |
| 9 |
pricespider.com
|
0% | 0% | Google AI Mode |
| 10 |
channeladvisor.com
|
0% | 0% | Google AI Mode |
| 11 |
mikmak.com
|
0% | 0% | Google AI Mode |
| 12 |
similarweb.com
|
0% | 0% | Google AI Mode |
| 13 |
pacvue.com
|
0% | 0% | Google AI Mode |
| 14 |
edgeascential.com
|
0% | 0% | Google AI Mode |
| 15 |
estoremedia.com
|
0% | 0% | Google AI Mode |
| 16 |
conjura.com
|
0% | 0% | Google AI Mode |
| 17 |
omniaretail.com
|
0% | 0% | Google AI Mode |
| 18 |
wiser.com
|
0% | 0% | Google AI Mode |
| 19 |
pattern.com
|
0% | 0% | Google AI Mode |
| 20 |
flywheeldigital.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 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 digital shelf analytics software 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 digital shelf analytics software AI visibility
Who leads AI visibility in digital shelf analytics software?
Syndigo leads with 37.5% visibility in Google AI Mode, well ahead of the next group of Salsify, Profitero, and Stackline, each at 25%. The category average is just 6.9%, making Syndigo's position substantially dominant.
Which brand has the highest citation rate in digital shelf analytics software AI responses?
CommerceIQ holds the highest citation rate at 25%, despite recording 0% visibility. This means AI systems reference its domain as a source without naming it as a brand in category responses.
What sources does AI cite most for digital shelf analytics software research?
The top cited sources include Gartner, Slashdot, SourceForge, Inriver, YouTube, and Worldmetrics. No first-party vendor domain from the top-ranked brands appears in this cited source list.
Which brands have seen the biggest AI visibility gains in this category recently?
Salsify rose from rank 8 to rank 2 with a visibility increase of 25 percentage points, starting from 0%. Syndigo also gained 25 points, moving from 12.5% to 37.5% visibility.
Is there a brand in digital shelf analytics that achieves both high visibility and high citation in AI responses?
Salsify is the only top-five brand achieving both, with 25% visibility and a 12.5% citation rate. All other top-five brands record 0% citation despite having meaningful visibility scores.
Which AI engine dominates this category's visibility landscape?
Google AI Mode is the top engine for every ranked brand in the audit data, with no other engine recorded as a primary driver for any of the 10 listed brands.