AI Visibility Scorecard
Colin Lienard
colinlienard.com · Technology
Borderline visible. AI bots can crawl Colin Lienard, 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 3 times
Meta AI · Claude
#2,266,544 of 2,705,287 in Technology for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
4
AI Adoption
iBasic · 4/100
About Colin Lienard
from our crawl and measurement
Colin Lienard, based in Limoges, describes itself simply: "Colin Lienard, Full-Stack Engineer React & TypeScript basé à Limoges. +4 ans d'expérience, spécialisé dans l'expérience développeur et les interfaces web complexes." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found structured data on the page (Person, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
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
Weak
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
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, Colin Lienard is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Colin Lienard
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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 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/colinlienard
Cite this score: Engagemii (2026). "AEO Score for Colin Lienard." Retrieved from https://engagemii.com/aeo/brands/colinlienard
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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