AI Visibility Scorecard
Mathilde de Cessole
mathilde-decessole.com · Education
Borderline visible. AI bots can crawl Mathilde de Cessole, 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
#842,250 of 937,618 in Education for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
4
AI Adoption
iBasic · 4/100
About Mathilde de Cessole
from our crawl and measurement
Accueil describes itself simply: "J’écris sur l’éducation, l’emploi et la société pour les médias, agences et institutions. Et, toutes les deux semaines, je signe La Chronasse: une newsletter humoristique sur nos lubies." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
The 6 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
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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, Mathilde de Cessole is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Vous trouvez que tous les textes se ressemblent ?
C'est normal, et ça n'est pas prêt de s'arranger. J'écris pour les marques et les médias qui en ont assez du jargon et des formules toutes faites. Articles, brand content, storytelling, magazines d'entreprise : des textes qui ont du caractère. Découvrir mon offre
Is this your brand?
The exact fixes for Mathilde de Cessole
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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.
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Source & Attribution
Scored by Engagemii on August 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mathilde-decessole
Cite this score: Engagemii (2026). "AEO Score for Mathilde de Cessole." Retrieved from https://engagemii.com/aeo/brands/mathilde-decessole
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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