AI Visibility Scorecard
FORMATION LIBRE
formation-libre.fr · Other
At 2.12/10, FORMATION LIBRE is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude · Meta AI · Parallel
7
AI Naming Predictability
iRarely named · 7/100
Average 15
Top 82% of Other
See what's behind this score →2.12
-
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 →0
0
About FORMATION LIBRE
from our crawl and measurement
"13 Nov,2025 PierreLaisser un commentaire Le marketing digital n’est plus réservé aux spécialistes." That is how FORMATION LIBRE introduces itself. When AI engines look at it, they find little to work with. It scores 2.12 out of 10.
Our crawl found structured data on the page (CollectionPage, BreadcrumbList, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have read this profile 3 times in our tracking, including ClaudeBot (Anthropic), Meta AI and ShapBot (Parallel).
- Company ·
- FORMATION LIBRE
- Website ·
- formation-libre.fr
- Industry ·
- Other
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 2.12/10, FORMATION LIBRE is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Apprendre le marketing digital en autodidacte : par où commencer ?
13 Nov,2025 PierreLaisser un commentaire Le marketing digital n’est plus réservé aux spécialistes. Aujourd’hui, toute personne motivée peut s’y former seule, à son rythme et … Lire la suite
Comment réussir l’adoption aux logiciels en entreprise ?
3 Mar,2025 PierreLaisser un commentaire L’introduction d’outils numériques en entreprise est désormais indispensable, au vu de tous les avantages qui en découlent. En effet, ils … Lire la suite
CACES 1 : comment obtenir ce certificat ?
27 Fév,2025 PierreLaisser un commentaire La sécurité sur les chantiers et dans les entrepôts figure au premier rang des préoccupations des professionnels du secteur logistique. … Lire la suite
Comment accompagner la parentalité ?
17 Déc,2024 PierreLaisser un commentaire L’accompagnement de la parentalité est devenu un sujet incontournable dans notre société actuelle. Entre les défis du quotidien et les exigences … Lire la suite
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for FORMATION LIBRE.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/formation-libre-fr
Cite this score: Engagemii (2026). "AEO Score for FORMATION LIBRE." Retrieved from https://engagemii.com/aeo/brands/formation-libre-fr
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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