Retail media management platforms: AI search visibility ranking (2026)
How AI search engines rank retail media management platforms 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. Platforms used by brands and retailers to plan, buy, optimize, and report on retail media and commerce advertising programs. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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AI engines frequently advocate for Criteo as the leading brand in the Retail media management platform category. With a visibility percentage of 37.5, Criteo stands out for its widespread recognition. Other notable brands include Pacvue and Zitcha, which also feature prominently in AI-driven conversations and recommendations.
The current rankings are influenced by key sources such as voyado.com, gartner.com, and g2.com, with these sites providing substantial coverage. As aggregator and review sites, they offer comprehensive insights into each platform's capabilities and reliability. Their prominence underlines the importance of user reviews and expert evaluations in shaping AI's recommendations.
For a buyer evaluating this list, it's essential to note how AI engines prioritize platforms with strong recent reviews and solid third-party validation. Considering sources with proven topical authority can guide a more informed decision. Aligning your choice with platforms recognized for these qualities ensures you leverage solutions highly rated by both users and experts.
At a glance
What we observed in this category
Criteo dominates this category with a visibility score of 37.5%, more than twelve times the category average of 3.1%, and a composite score of 33.8 against the next closest brands at 8.8. That gap is significant because it means AI-generated responses are surfacing Criteo in more than a third of relevant queries while most competitors register zero visibility. Criteo also rose from rank 2 to rank 1 with a visibility delta of 25 percentage points, indicating this dominance is recent and accelerating rather than entrenched.
A notable divergence exists between visibility and citation in this category. CommerceIQ holds a 25% citation rate despite zero visibility, placing it fourth overall on composite score. Skai, Kevel, and Topsort each register 12.5% citation with zero visibility. This pattern means those brands appear in AI source footnotes but not in the narrative answers buyers actually read. Pacvue and Zitcha show the inverse, earning 12.5% visibility each with zero citation, meaning they are named in answers but not trusted as source material.
Google AI Mode is the top engine for every brand in this dataset, confirming the audit is anchored entirely on that single engine. Among the cited sources driving AI responses, third-party review and analyst sites dominate: gartner.com and g2.com appear alongside niche outlets such as voyado.com, osmos.ai, salesduo.com, and cometly.com. The presence of commerceiq.ai as a cited source alongside review aggregators suggests AI is treating CommerceIQ's own domain as a credible reference point for category-level content.
Movers & shakers since last refresh
Biggest visibility risers
-
Criteo 12% → 38% · rank #2 → #1+25pp
-
Pacvue 0% → 12% · rank #8 → #2+12pp
-
Zitcha 0% → 12% · rank #14 → #3+12pp
Biggest visibility fallers
-
Kevel 25% → 0% · rank #1 → #6-25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
criteo.com
|
38% | 25% | Google AI Mode |
Criteo leads with 37.5% visibility and 25% citation, both the highest in the category and roughly twelve times the 3.1% average visibility across all 20 brands. |
||||
| 2 |
pacvue.com
|
12% | 0% | Google AI Mode |
Pacvue jumped six places to rank 2 with 12.5% visibility but holds zero citation, meaning AI names it in answers yet draws on no Pacvue-owned sources as references. |
||||
| 3 |
zitcha.com
|
12% | 0% | Google AI Mode |
Zitcha made the largest rank jump in the dataset, rising 11 places from rank 14 to rank 3, with 12.5% visibility and zero citation, mirroring Pacvue's visibility-without-trust pattern. |
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| 4 |
commerceiq.ai
|
0% | 25% | Google AI Mode |
CommerceIQ records zero visibility yet earns a 25% citation rate, the same as the category leader Criteo, making it the clearest example of a brand trusted as a source but absent from AI narratives. |
||||
| 5 |
skai.io
|
0% | 12% | Google AI Mode |
Skai sits at rank 5 with zero visibility and a 12.5% citation rate, a composite score of 3.8, placing it level with Kevel and Topsort and well below CommerceIQ's citation-driven position. |
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| 6 |
kevel.com
|
0% | 12% | Google AI Mode |
| 7 |
topsort.com
|
0% | 12% | Google AI Mode |
| 8 |
citrusad.com
|
0% | 0% | Google AI Mode |
| 9 |
promoteiq.com
|
0% | 0% | Google AI Mode |
| 10 |
mirakl.com
|
0% | 0% | Google AI Mode |
| 11 |
flywheeldigital.com
|
0% | 0% | Google AI Mode |
| 12 |
perpetua.io
|
0% | 0% | Google AI Mode |
| 13 |
stackline.com
|
0% | 0% | Google AI Mode |
| 14 |
koddi.com
|
0% | 0% | Google AI Mode |
| 15 |
mikmak.com
|
0% | 0% | Google AI Mode |
| 16 |
pentaleap.com
|
0% | 0% | Google AI Mode |
| 17 |
rithum.com
|
0% | 0% | Google AI Mode |
| 18 |
profitero.com
|
0% | 0% | Google AI Mode |
| 19 |
advertising.amazon.com
|
0% | 0% | Google AI Mode |
| 20 |
walmartconnect.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on retail media management platforms, 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 retail media management platforms 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 retail media management platforms AI visibility
Who leads AI visibility in retail media management platforms?
Criteo leads with 37.5% visibility and a composite score of 33.8, far ahead of the next ranked brands Pacvue and Zitcha, which each score 8.8.
What sources does Google AI Mode cite most for retail media management platform research?
The most frequently cited sources include voyado.com, gartner.com, g2.com, and several niche outlets such as osmos.ai and salesduo.com, with commerceiq.ai also appearing as a cited domain.
Which brands are cited by AI but not mentioned in AI-generated answers?
CommerceIQ, Skai, Kevel, and Topsort all hold citation rates above zero while registering zero visibility, meaning AI uses their content as sources without naming them in responses.
How competitive is AI visibility across this category?
The category average visibility is just 3.1% across 20 brands, and 7 of the top 10 ranked brands record zero visibility, indicating the category is highly concentrated around a single dominant brand.
Which brand fell the most in AI visibility and what happened to its citation?
Kevel dropped from rank 1 to rank 6, losing 25 percentage points of visibility, but its citation rate actually rose by 12.5 points in the same period.
Are there brands gaining AI visibility rapidly in this category?
Yes, Zitcha rose 11 ranks and Pacvue rose 6 ranks in the latest period, both moving from zero to 12.5% visibility, making them the two fastest risers after Criteo.