AI Visibility Scorecard
livrequebec.com · Food & Beverage
Borderline visible. AI bots can crawl Fondation littéraire Fleur de Lys, 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 3 times
Claude · ShapBot
#73,471 of 1,392,203 in Food & Beverage for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
4
AI Adoption
iBasic · 4/100
from our crawl and measurement
"Il propose à l’Assemblée générale de l’ONU de constituer un Conseil Indépendant de son Conseil Permanent de Sécurité pour en être conseillée et en devenir autonome." That is how Fondation littéraire Fleur de Lys introduces itself. When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
On its own pages the site does well on a clear heading structure. It is passable on a partly stated business identity, basic crawler access 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, AI engines recognise it as a distinct business. There is some, but not much, sign that only a handful of sites link to it and the domain is only lightly established. Beyond that, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
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 4.2/10, Fondation littéraire Fleur de Lys is crawlable but under-signaled - fixable, and the signals above are where to start.
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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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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/livrequebec
Cite this score: Engagemii (2026). "AEO Score for Fondation littéraire Fleur de Lys." Retrieved from https://engagemii.com/aeo/brands/livrequebec
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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