AI Visibility Scorecard
CER
cerstains.com · Technology
Borderline visible. AI bots can crawl CER, 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 8 times
Claude · Meta AI · Apple Intelligence · ChatGPT
#1,299,541 of 2,705,506 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About CER
from our crawl and measurement
CER describes itself simply: "Les conducteurs ayant obtenu leur permis A1, A2, B1 ou B pourront suivre cette formation, dispensée dans les 6 et 12 mois qui suivent l’obtention du permis." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 8 times in our tracking, including ClaudeBot (Anthropic), Applebot (Siri) and GPTBot (ChatGPT).
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
Fair
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
Good
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 4/10, CER is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
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Laissez un commentaire et une note grâce à notre partenaire VROOM VROOM.fr POSTEZ VOTRE AVIS ! Marie K. ⭐⭐⭐⭐⭐ Très bonne auto école je vous la conseil a tous personnel sympa beaucoup de disponibilité très agréable merci pour tout il son était derrière moi durant toute ma formation il m’ont pas lâcher et je leur remercie. Hassan R. ⭐⭐⭐⭐⭐ Auto école parfait pour obtenir le permis .
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The exact fixes for CER
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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 CER.
Source & Attribution
Scored by Engagemii on October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cerstains
Cite this score: Engagemii (2026). "AEO Score for CER." Retrieved from https://engagemii.com/aeo/brands/cerstains
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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