AI Visibility Scorecard
Club des modélistes ferroviaires du Roannais
· Food & Beverage
Borderline visible. AI bots can crawl Club des modélistes ferroviaires du Roannais, 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
#370,280 of 1,392,203 in Food & Beverage for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
About Club des modélistes ferroviaires du Roannais
from our crawl and measurement
cmfr42.com is a business whose own site puts it this way: "Sur les rails depuis 1968 ACTUALITÉS A vos Agenda Nous vous attendons salle du Grand Marais à Riorges où le grand Réseau du club a été partiellement Bienvenue sur le site du Club des." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) 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
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
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 4/10, Club des modélistes ferroviaires du Roannais is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Club des modélistes ferroviaires du Roannais
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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 Club des modélistes ferroviaires du Roannais.
Source & Attribution
Scored by Engagemii on August 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cmfr42
Cite this score: Engagemii (2026). "AEO Score for Club des modélistes ferroviaires du Roannais." Retrieved from https://engagemii.com/aeo/brands/cmfr42
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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