AI Visibility Scorecard
CF2M
monacopm.com · Membership Organizations
Borderline visible. AI bots can crawl CF2M, 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
#83,178 of 93,801 in Membership Organizations for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About CF2M
from our crawl and measurement
Service de formation Association Montjoye: reconversion, évolution de carrière describes itself simply: "Service de formation de l’Association Montjoye: formation tout au long de la vie pour vous accompagner vers la sécurisation de votre parcours professionnel, dans votre reconversion ou." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 3.5/10, CF2M is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for CF2M
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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 CF2M.
Source & Attribution
Scored by Engagemii on August 15, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/monacopm
Cite this score: Engagemii (2026). "AEO Score for CF2M." Retrieved from https://engagemii.com/aeo/brands/monacopm
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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