AI Visibility Scorecard
CF2ID
cf2id.com · Other
At 3.9/10, CF2ID is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Authority. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude
27
AI Naming Predictability
iRarely named · 27/100
Average 15
Top 45% of Other
See what's behind this score →3.9
-
Network Authority
iNot connected yet
0 relationships on record. Businesses average 3. Claim your page and Engagemii is your first.
See what's behind this score →40
35
About CF2ID
from our crawl and measurement
"CF2ID propose des formations et des préparations aux concours pour les bibliothèques, centres de documentation, et musées." That is how CF2ID introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have read this profile 2 times in our tracking, including ClaudeBot (Anthropic).
- Company ·
- CF2ID
- Website ·
- cf2id.com
- Industry ·
- Other
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 5, 2026
The 6 on-page 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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 3.9/10, CF2ID is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for CF2ID
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
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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Source & Attribution
Scored by Engagemii on November 5, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cf2id
Cite this score: Engagemii (2026). "AEO Score for CF2ID." Retrieved from https://engagemii.com/aeo/brands/cf2id
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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