AI Visibility Scorecard
4h30.com · Food & Beverage
Borderline visible. AI bots can crawl Desserts et pâtisseries fraîches pour restaurants à Paris, 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
ChatGPT · Claude
#229,757 of 1,391,443 in Food & Beverage for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Food & Beverage average 12
Top 45% of Food & Beverage
See what's behind this score →4.1
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Food & Beverage average 2. Claim your page and Engagemii is your first.
See what's behind this score →5
Muse Index Score
iAI agent readiness
Basic · 5/100
Food & Beverage average 18
See what's behind this score →?
from our crawl and measurement
4H30 is a business whose own site puts it this way: "Découvrez 4h30, votre Chef pâtissier externalisé. Nous créons des desserts pour votre restaurant et vos événements. Livraison rapide à J+1 pour les restaurants en région parisienne." When AI engines look at it, they find little to work with. It scores 4.1 out of 10.
Our crawl found structured data on the page (WebSite), a sitemap. It also found the gaps that keep answer engines guessing: an llms.txt file, a heading structure that lays out what it offers.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
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
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 read your site and name it in answers. At 4.1/10, Desserts et pâtisseries fraîches pour restaurants à Paris is crawlable but under-signaled - fixable, and the signals above are where to start.
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/4h30
Cite this score: Engagemii (2026). "AEO Score for Desserts et pâtisseries fraîches pour restaurants à Paris." Retrieved from https://engagemii.com/aeo/brands/4h30
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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