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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At a glance
What we observed in this categoryauto-generated
Kevel leads the retail media management platforms category with a 25.0% visibility score, more than double Criteo's 12.5%, against a category average of just 1.9%. That gap is significant because it means Google AI Mode is surfacing Kevel in roughly one in four relevant queries while most competitors register zero visibility. The concentration of AI share in a single brand at this early stage of category indexing suggests that Kevel has established a strong definitional presence in the AI model's training or retrieval layer.
Criteo is the only brand where visibility and citation align, both sitting at 12.5%, making it the sole brand that is both named and linked as a trusted source. In contrast, Kevel holds 25.0% visibility but 0.0% citation, meaning the AI describes it without anchoring to its domain. CommerceIQ and Mirakl Ads show the inverse pattern, 0.0% visibility but 12.5% citation each, indicating their domains are referenced as sources without the brands being surfaced as recommended platforms.
The top cited sources for this category include voyado.com, g2.com, gartner.com, and reddit.com alongside brand-owned domains commerceiq.ai and mirakl.com. This pattern shows Google AI Mode is anchoring category answers on third-party review and analyst sites rather than vendor content, with G2 and Gartner serving as credibility signals. The presence of reddit.com in the citation list suggests community-sourced content is also influencing how the AI constructs responses in this category.
Movers & shakers since last refresh
Biggest visibility risers
-
Kevel 0% → 25% · rank #0 → #1+25pp
-
Criteo 0% → 12% · rank #0 → #2+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
kevel.com
|
25% | 0% | Google AI Mode |
Kevel leads all 20 brands with 25.0% visibility, more than 13 times the 1.9% category average, but its 0.0% citation rate means it is named without being linked as a source. |
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| 2 |
criteo.com
|
12% | 12% | Google AI Mode |
Criteo is the only top-5 brand where visibility and citation both reach 12.5%, making it the most balanced performer and the single brand Google AI Mode both names and references. |
||||
| 3 |
commerceiq.ai
|
0% | 12% | Google AI Mode |
CommerceIQ holds 0.0% visibility but 12.5% citation, meaning its domain is trusted as a source in AI answers despite the brand not being surfaced as a recommended platform. |
||||
| 4 |
mirakl.com
|
0% | 12% | Google AI Mode |
Mirakl Ads mirrors CommerceIQ exactly, with 0.0% visibility and 12.5% citation, suggesting its domain earns reference credit in third-party or structural content rather than direct brand mentions. |
||||
| 5 |
citrusad.com
|
0% | 0% | Google AI Mode |
CitrusAd scores 0.0% on both visibility and citation, placing it among the majority of the 20 brands that have no measurable presence in Google AI Mode responses for this category. |
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| 6 |
promoteiq.com
|
0% | 0% | Google AI Mode |
| 7 |
skai.io
|
0% | 0% | Google AI Mode |
| 8 |
pacvue.com
|
0% | 0% | Google AI Mode |
| 9 |
flywheeldigital.com
|
0% | 0% | Google AI Mode |
| 10 |
perpetua.io
|
0% | 0% | Google AI Mode |
| 11 |
stackline.com
|
0% | 0% | Google AI Mode |
| 12 |
koddi.com
|
0% | 0% | Google AI Mode |
| 13 |
mikmak.com
|
0% | 0% | Google AI Mode |
| 14 |
zitcha.com
|
0% | 0% | Google AI Mode |
| 15 |
pentaleap.com
|
0% | 0% | Google AI Mode |
| 16 |
topsort.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.
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.
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.
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.
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?
Kevel leads with 25.0% visibility in Google AI Mode, more than double second-placed Criteo at 12.5%, against a category average of 1.9%.
Which brand is most cited as a trusted source by Google AI Mode in this category?
Criteo and CommerceIQ are both cited at 12.5%, but Criteo also carries 12.5% visibility, making it the only brand that is both named and cited.
What sources does Google AI Mode anchor on for retail media management platform research?
The top cited sources include voyado.com, g2.com, gartner.com, and reddit.com, alongside brand-owned domains commerceiq.ai and mirakl.com, indicating heavy reliance on third-party review and analyst content.
How many brands in this category have any measurable AI visibility?
Only two of the 20 audited brands, Kevel and Criteo, have visibility above 0.0%, with the remaining 18 scoring zero in Google AI Mode.
Can a brand be cited without being visible in Google AI Mode responses for this category?
Yes. CommerceIQ and Mirakl Ads both show 0.0% visibility but 12.5% citation, meaning their domains appear as references in AI answers without the brands being recommended as platforms.
Which brands showed the biggest AI visibility gains in the most recent period?
Kevel gained 25.0 percentage points and Criteo gained 12.5 percentage points, both rising from zero, making them the only two brands recorded as visibility risers in this audit cycle.