AI Visibility Scorecard
Prepfection
prepfection.com · Education
Somewhat visible. AI bots can read Prepfection, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 13 times
Meta AI · Claude · Apple Intelligence
#78,580 of 937,492 in Education for AI visibility
6
AEO Visibility
iVisible · 6/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Prepfection
from our crawl and measurement
Prepfection is a Paris business whose own site puts it this way: "Préparation gratuite de dossiers (CV et Lettre de motivation) pour les concours AST aux grandes écoles de commerce et d'ingénieur grâce à l'IA et des experts." Its AI visibility score is 6.0 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (LocalBusiness, CollegeOrUniversity), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
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
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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 6/10, Prepfection has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Cette correction ne vous satisfait pas ? Vous en voulez davantage ?
Découvrez nos offres payantes à partir de 39€Retour sous 48hLettre et CV aux standardsCorrection de la langue : orthographe, grammaire, syntaxe, etc.Les mots-clés qui font mouche auprès des recruteursVérification de la cohérence globale de la part d'une équipe issue des meilleures écolesStratégie de candidatureCommencercommencez votre aventure avec Prepfection+500 CANDIDATS nous ont déjà fait confianceMerci pour.
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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 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/prepfection
Cite this score: Engagemii (2026). "AEO Score for Prepfection." Retrieved from https://engagemii.com/aeo/brands/prepfection
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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