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AI Visibility Scorecard
systembia.com · Professional Services
Borderline visible. AI bots can crawl Manel Dardouri Caudron · Stratège IA pour experts, coachs et consultants, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#210,264 of 492,077 in Professional Services for AI visibility
4.7
/10
AEO Score
from our crawl and measurement
"Docteure en management, certifiée par le MIT en IA appliquée à la stratégie. Conférencière TEDx, autrice et lauréate du prix Jeune chercheur 2021." That is how Manel Dardouri Caudron · Stratège IA pour experts, coachs et consultants introduces itself. When AI engines look at it, they find little to work with. It scores 4.5 out of 10.
The site gets some of it right: it has structured data on the page (Person, Service), a sitemap, a readable heading structure. What holds it back is what is absent, including an llms.txt file.
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
10
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion found yet.
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 4.7/10, Manel Dardouri Caudron · Stratège IA pour experts, coachs et consultants is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Manel Dardouri Caudron · Stratège IA pour experts, coachs et consultants
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/systembia
Cite this score: Engagemii (2026). "AEO Score for Manel Dardouri Caudron · Stratège IA pour experts, coachs et consultants." Retrieved from https://engagemii.com/aeo/brands/systembia
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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