AI Visibility Scorecard
les4saisonsdistribution.com · Food & Beverage
Borderline visible. AI bots can crawl Les 4 Saisons Distribution, 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 1 times
Claude
#383,928 of 1,393,867 in Food & Beverage for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Distributeurs de pizzas 24h/24 en Lorraine is a Dombasle-sur-Meurthe, GES business whose own site puts it this way: "Pizzas artisanales fraîches et bien garnies, préparées avec des produits locaux. Disponibles 24h/24 dans nos distributeurs automatiques en Lorraine, Les 4 Saisons Distribution." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.
Our crawl found structured data on the page (Restaurant, WebSite), an llms.txt file for AI models and a sitemap.
By its own structured data it is a restaurant business.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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
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.
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 4.9/10, Les 4 Saisons Distribution 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 16, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/les4saisonsdistribution
Cite this score: Engagemii (2026). "AEO Score for Les 4 Saisons Distribution." Retrieved from https://engagemii.com/aeo/brands/les4saisonsdistribution
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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