AI Visibility Scorecard
lightconseils.com · Technology
Borderline visible. AI bots can crawl Light Conseils, 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 6 times
Claude · Meta AI · Perplexity · ShapBot
#1,299,540 of 2,705,505 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Nous faisons en sorte qu’en matière d’orientation ou de réorientation scolaire ou professionnelle, vous ayez la bonne information pour pouvoir prendre les meilleures décisions." That is how Light Conseils introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places, missing in others.
The site gets some of it right: it has a clear heading structure, crawler access and the files AI engines look for, sitemaps and entity links AI can follow. What holds it back is what is absent, including credibility markers like credentials or reviews, structured data describing the business.
AI crawlers have visited the site once in our tracking, so the engines are already looking. Off the page the picture is mixed: other sites link to it, but the domain does not yet read as established and AI engines do not yet recognise it as a distinct business.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
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.
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, Light Conseils is crawlable but under-signaled - fixable, and the signals above are where to start.
Que disent nos clients ?
Après mon BEPC, mes notes ont montré que je pouvais faire la seconde D. Durant l’année scolaire 2017-2018, mes notes étaient catastrophiques et je n’avais plus aucune envie d’aller à l’école. Un de mes professeurs à discuter avec ma mère et mon grand frère pour que nous nous rapprochions du cabinet LIGHT Conseils pour m’aider.
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lightconseils
Cite this score: Engagemii (2026). "AEO Score for Light Conseils." Retrieved from https://engagemii.com/aeo/brands/lightconseils
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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