AI Visibility Scorecard
Oncle Ruff
oncleruff.com · Food & Beverage
Borderline visible. AI bots can crawl Oncle Ruff, 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.
AI engines read this profile 12 times
Meta AI · Claude · Apple Intelligence · Perplexity
#824,650 of 1,394,000 in Food & Beverage for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
4
AEO Visibility
iBorderline · 4.1/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Oncle Ruff
from our crawl and measurement
Oncle Ruff is a Cherbourg-en-Cotentin business whose own site puts it this way: "Résolument tourné vers la scène, la bière et les mots croisés, Oncle Ruff partage son rock à l’état brut. Originaires de Cherbourg, les 5 larrons sont toujours là pour hurler à...." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models, a sitemap. It also found the gaps that keep answer engines guessing: a heading structure that lays out what it offers.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion 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, Oncle Ruff is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Oncle Ruff
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/oncleruff
Cite this score: Engagemii (2026). "AEO Score for Oncle Ruff." Retrieved from https://engagemii.com/aeo/brands/oncleruff
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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