AI Visibility Scorecard
Lionel
cafefroid.fr · Food & Beverage
Borderline visible. AI bots can crawl Lionel, 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
#721,666 of 1,393,886 in Food & Beverage for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
About Lionel
from our crawl and measurement
Lionel works in Food & Beverage. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
Our crawl found structured data on the page (WebSite, Person, Organization) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 4.3/10, Lionel is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Microbes et moustiques : qui manipule qui ?
Posté par Lionel | 15 Oct 2024 | Parasitologie, Science | 0 | Fake papers : comment des faux articles contaminen...
Pourquoi la plupart des microbes ne nous rendent pas malades ?
par Lionel | 28 Août 2025 | Science | 0 | Nous baignons dans un monde microbien, mais seule une infime fraction des bactéries est pathogène. Ce billet explore, à partir des travaux récents en écologie des maladies, pourquoi l’émergence d’un pathogène est un événement rare, qui dépend à la fois de la biologie du microbe, de l’organisation des sociétés humaines et de l’évolution du génome microbien.
Is this your brand?
The exact fixes for Lionel
Which AI engines already crawl you
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Lionel.
Source & Attribution
Scored by Engagemii on October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cafefroid-fr
Cite this score: Engagemii (2026). "AEO Score for Lionel." Retrieved from https://engagemii.com/aeo/brands/cafefroid-fr
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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