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AI Visibility Scorecard
cellar.com · wine and spirits
Somewhat visible. AI bots can read Cellar.com, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#26,286 of 521,137 in E-commerce for AI visibility
6.2
/10
AEO Score
from our crawl and measurement
"Skip to content Sell Your Wine and Spirits Free Local Delivery in DC on orders over $100 | $25 Shipping on Orders +$299 Search." That is how Cellar.com introduces itself. Its AI visibility score is 6.2 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on crawler access and the files AI engines look for. It is passable on a workable page structure, a partly stated business identity and partial sitemap and link coverage. What holds it back is structured data describing the business and credibility markers like credentials or reviews.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established and it barely surfaces on Reddit. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and nobody is discussing it where AI engines look. None of that can be fixed on the page: it has to be earned.
It does link out to several social profiles, which helps engines tie the brand together. The business dates to 1949.
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
3
Reddit mentions and discussion.
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 6.2/10, Cellar.com has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Cellar.com
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Weekly ChatGPT & Claude citation tracking
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cellar
Cite this score: Engagemii (2026). "AEO Score for Cellar.com." Retrieved from https://engagemii.com/aeo/brands/cellar
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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