Retail media networks: AI search visibility ranking (2026)
How AI search engines rank retail media networks 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. Retail media networks used by brands and agencies to buy sponsored placements, onsite ads, and offsite audience campaigns across major retailers and 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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At a glance
What we observed in this categoryauto-generated
Amazon Ads and Walmart Connect both sit at 12.5% visibility, yet the gap between them is material when citation is factored in. Amazon Ads matches its visibility with an equal 12.5% citation rate, giving it a composite score of 12.5. Walmart Connect earns zero citations despite identical visibility, pulling its composite to 8.8. In a category where the average visibility is just 1.2% and average citation is 2.5%, both brands are clear outliers, but only Amazon Ads is being treated as a trusted source by Google AI Mode.
Criteo Retail Media presents the sharpest visibility-citation divergence in the dataset. It records 0.0% visibility yet draws 25.0% citation, the highest citation figure across all ranked brands. This means Google AI Mode references Criteo content when constructing answers but does not surface the brand in named responses. Epsilon Retail Media shows a smaller version of the same pattern, with 0.0% visibility and 12.5% citation. Roundel, Kroger Precision Marketing, Instacart Ads, CitrusAd, Nectar360, and Albertsons Media Collective all register zero on both metrics.
The top cited sources in this category are third-party agency and analytics domains, specifically tinuiti.com, mimbi.io, fieldtrip.agency, exverus.com, adtelligent.com, kevel.com, osmos.ai, and youtube.com. None of these are brand-owned retail media properties. Google AI Mode appears to anchor its retail media network answers on independent analysis and agency commentary rather than on the brand domains themselves. Every brand in the audit lists Google AI Mode as its top engine, indicating no meaningful differentiation in engine-level exposure across the 20 brands tracked.
Movers & shakers since last refresh
Biggest visibility risers
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Amazon Ads 0% → 12% · rank #0 → #1+12pp
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Walmart Connect 0% → 12% · rank #0 → #2+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
amazon.com
|
12% | 12% | Google AI Mode |
Amazon Ads is the only brand where visibility and citation are fully aligned at 12.5% each, giving it a composite score roughly 10 times the category average of 1.2% visibility. |
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| 2 |
walmartconnect.com
|
12% | 0% | Google AI Mode |
Walmart Connect matches Amazon Ads on visibility at 12.5% but earns zero citations, reducing its composite score to 8.8 and signalling it is named but not sourced by Google AI Mode. |
||||
| 3 |
criteo.com
|
0% | 25% | Google AI Mode |
Criteo Retail Media holds the highest citation rate in the dataset at 25.0% despite 0.0% visibility, indicating its content is used as a reference without the brand being named in AI responses. |
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| 4 |
epsilon.com
|
0% | 12% | Google AI Mode |
Epsilon Retail Media mirrors the Criteo pattern at smaller scale, recording 12.5% citation against 0.0% visibility, placing it above the 2.5% category citation average but invisible in named outputs. |
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| 5 |
target.com
|
0% | 0% | Google AI Mode |
Roundel scores zero on both visibility and citation despite being Target's retail media network, making it indistinguishable from six other brands at the bottom of the 20-brand dataset. |
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| 6 |
kroger.com
|
0% | 0% | Google AI Mode |
| 7 |
instacart.com
|
0% | 0% | Google AI Mode |
| 8 |
citrusad.com
|
0% | 0% | Google AI Mode |
| 9 |
nectar360.co.uk
|
0% | 0% | Google AI Mode |
| 10 |
albertsons.com
|
0% | 0% | Google AI Mode |
| 11 |
cvsmediaexchange.com
|
0% | 0% | Google AI Mode |
| 12 |
walgreensadvertisinggroup.com
|
0% | 0% | Google AI Mode |
| 13 |
bestbuyads.com
|
0% | 0% | Google AI Mode |
| 14 |
ebayadvertising.com
|
0% | 0% | Google AI Mode |
| 15 |
doordash.com
|
0% | 0% | Google AI Mode |
| 16 |
uber.com
|
0% | 0% | Google AI Mode |
| 17 |
homedepot.com
|
0% | 0% | Google AI Mode |
| 18 |
lowes.com
|
0% | 0% | Google AI Mode |
| 19 |
macysmedianetwork.com
|
0% | 0% | Google AI Mode |
| 20 |
dunnhumby.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on retail media networks, 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 networks 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 networks AI visibility
Who leads AI visibility in retail media networks?
Amazon Ads and Walmart Connect share the top visibility score of 12.5%, both well above the category average of 1.2%. Only Amazon Ads matches that visibility with an equal citation rate, making it the strongest overall performer.
Which retail media network brand is cited most by Google AI Mode?
Criteo Retail Media holds the highest citation rate in the category at 25.0%, despite recording 0.0% visibility. It is referenced in AI-generated answers without being named as a top result.
What sources does Google AI Mode anchor on for retail media network research?
The top cited sources are all third-party domains including tinuiti.com, mimbi.io, fieldtrip.agency, exverus.com, adtelligent.com, kevel.com, osmos.ai, and youtube.com. No brand-owned retail media domain appears in the cited sources list.
How many retail media network brands have meaningful AI visibility?
Only two of the 20 tracked brands, Amazon Ads and Walmart Connect, record any visibility at all, both at 12.5%. The remaining 18 brands score 0.0% visibility against a category average of 1.2%.
Is there a gap between being named in AI responses and being cited as a source?
Yes, the gap is significant. Walmart Connect is named at 12.5% visibility but cited at 0.0%, while Criteo Retail Media is cited at 25.0% but named at 0.0%, showing the two metrics can move in opposite directions.
Which engine drives AI visibility for retail media network brands?
Google AI Mode is listed as the top engine for every brand in the dataset without exception. There is no variation by brand, suggesting no brand has achieved differentiated presence on alternative AI engines.