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AI Visibility Scorecard
CellarFox — Wine Intelligence for Serious Collectors
cellarfox.com · Food & Beverage
Borderline visible. AI bots can crawl CellarFox — Wine Intelligence for Serious Collectors, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#987,241 of 1,712,075 in Food & Beverage for AI visibility
4.1
/10
AEO Score
About CellarFox — Wine Intelligence for Serious Collectors
from our crawl and measurement
"Wine intelligence app for serious collectors. Fox Picks recommends what to drink tonight, your taste profile learns what you love, and drinking windows alert you before bottles pass their." That is how CellarFox Wine Intelligence for Serious Collectors introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
The site gets some of it right: it has structured data on the page (SoftwareApplication), a sitemap, a readable heading structure. What holds it back is what is absent, including an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
What this score means
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 4.1/10, CellarFox — Wine Intelligence for Serious Collectors is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for CellarFox — Wine Intelligence for Serious Collectors
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your Ingredient Label Has a Story. Is Anyone Telling It?
Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for CellarFox — Wine Intelligence for Serious Collectors.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cellarfox
Cite this score: Engagemii (2026). "AEO Score for CellarFox — Wine Intelligence for Serious Collectors." Retrieved from https://engagemii.com/aeo/brands/cellarfox
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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