AEO for retail media networks: AI search visibility ranking
How AI search engines rank retail media networks 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. 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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When asked about Retail media networks, AI engines frequently mention Walmart Connect as the leading brand, with a visibility score of 62.5%. Other top contenders include Amazon Ads and Roundel. These brands consistently appear in AI-generated responses, signaling their prominent role in the industry.
The rankings are shaped by which sources AI engines most often cite, such as tinuiti.com, youtube.com, and gartner.com. These involve a mix of specialist sites and broader review platforms, indicating that well-rounded, authoritative content can significantly boost a brand's visibility.
For buyers, this means evaluating brands based on what AI engines prioritize: recent reviews, third-party validation, and demonstrated expertise in specific subcategories. Focus on brands that consistently receive positive attention from these trusted sources to ensure a reliable partnership.
At a glance
What we observed in this category
Walmart Connect leads the retail media networks AEO landscape with a visibility score of 62.5%, well above the category average of 8.1%. Amazon Ads sits second at 50% visibility, having risen from rank 4 previously with a visibility delta of 50 percentage points. The gap between these two and the rest of the field is stark: Roundel at rank 3 scores just 25% visibility, and every brand from rank 6 downward records zero visibility. This concentration at the top signals that AI Mode responses in this category are dominated by a very small set of brands.
The most telling divergence in this category is between visibility and citation. Walmart Connect has the highest visibility at 62.5% yet a citation rate of 0%, meaning Google AI Mode mentions it without linking to walmartconnect.com as a source. Amazon Ads is the only brand earning both meaningful visibility (50%) and citations (25%), making it the sole brand that is both named and trusted as a reference. Epsilon Retail Media presents the inverse anomaly: 0% visibility but a 12.5% citation rate, suggesting its domain is used as a source even when the brand itself is not surfaced in answers.
Google AI Mode is the dominant engine across all 20 brands in this audit, with no other engine recorded as a top performer for any brand. The cited sources anchoring AI responses are third-party analyst and agency domains, specifically tinuiti.com, gartner.com, placer.ai, and osmos.ai, rather than the brands' own domains. This pattern indicates that AI Mode is constructing retail media network answers from external commentary and research content, which explains why brand-owned domains like walmartconnect.com earn zero citations despite high mention frequency.
Movers & shakers since last refresh
Biggest visibility risers
-
Amazon Ads 0% → 50% · rank #4 → #2+50pp
-
Walmart Connect 50% → 62% · rank #1 → #1+12pp
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eBay Ads 0% → 12% · rank #14 → #4+12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
walmartconnect.com
|
62% | 0% | Google AI Mode |
Walmart Connect leads all 20 brands with 62.5% visibility, more than 54 points above the category average, but its 0% citation rate means AI Mode names it without referencing its domain. |
||||
| 2 |
amazon.com
|
50% | 25% | Google AI Mode |
Amazon Ads is the only top-5 brand earning both visibility (50%) and citations (25%), and its visibility jumped from 0% in the prior period, the largest absolute rise in the dataset. |
||||
| 3 |
target.com
|
25% | 0% | Google AI Mode |
Roundel holds rank 3 with 25% visibility but, like Walmart Connect, records a 0% citation rate, placing it in the named-but-not-cited tier alongside the category leader. |
||||
| 4 |
ebayadvertising.com
|
12% | 0% | Google AI Mode |
eBay Ads jumped 10 rank positions from 14 to 4 with a visibility delta of 12.5 points, yet still records zero citations, matching the category average citation rate of 1.9% from below. |
||||
| 5 |
instacart.com
|
12% | 0% | Google AI Mode |
Instacart Ads shares rank 5 with eBay Ads at identical scores (12.5% visibility, 0% citations, composite 8.8), offering no differentiation from its peer in current AEO performance data. |
||||
| 6 |
epsilon.com
|
0% | 12% | Google AI Mode |
| 7 |
cvsmediaexchange.com
|
0% | 0% | Google AI Mode |
| 8 |
walgreensadvertisinggroup.com
|
0% | 0% | Google AI Mode |
| 9 |
bestbuyads.com
|
0% | 0% | Google AI Mode |
| 10 |
doordash.com
|
0% | 0% | Google AI Mode |
| 11 |
uber.com
|
0% | 0% | Google AI Mode |
| 12 |
homedepot.com
|
0% | 0% | Google AI Mode |
| 13 |
lowes.com
|
0% | 0% | Google AI Mode |
| 14 |
macysmedianetwork.com
|
0% | 0% | Google AI Mode |
| 15 |
dunnhumby.com
|
0% | 0% | Google AI Mode |
| 16 |
criteo.com
|
0% | 0% | Google AI Mode |
| 17 |
kroger.com
|
0% | 0% | Google AI Mode |
| 18 |
citrusad.com
|
0% | 0% | Google AI Mode |
| 19 |
nectar360.co.uk
|
0% | 0% | Google AI Mode |
| 20 |
albertsons.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 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 retail media networks 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 retail media networks
Who leads AEO in retail media networks?
Walmart Connect leads with 62.5% visibility and a composite score of 43.8, though Amazon Ads is the only brand combining high visibility (50%) with actual citations (25%).
What sources does AI cite most for retail media networks research?
Google AI Mode anchors retail media network answers on third-party domains including tinuiti.com, gartner.com, placer.ai, and osmos.ai, rather than brand-owned domains.
Why do some retail media brands get mentioned but never cited?
Walmart Connect, Roundel, eBay Ads, and Instacart Ads all have visibility above zero but 0% citation rates, indicating AI Mode references them by name while drawing sourced evidence from external analyst or agency content.
Which retail media network brand has improved its AEO performance most recently?
Amazon Ads recorded the largest visibility jump in the dataset, rising from 0% to 50% visibility and from 0% to 25% citation rate, while also climbing from rank 4 to rank 2.
How concentrated is AEO visibility in the retail media networks category?
The top 2 brands (Walmart Connect and Amazon Ads) account for the vast majority of category visibility, while 10 of the 20 audited brands record a composite score of 0.0.
Can a brand earn citations in this category without appearing in AI-generated answers?
Yes. Epsilon Retail Media records a 12.5% citation rate despite 0% visibility, meaning its domain is referenced as a source in AI responses that do not surface the brand itself.