#1,476,739 OF 1,955,897 IN MEDIA & ENTERTAINMENT
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AI Visibility Scorecard
Craig Le Clair
craigleclair.com · Media & Entertainment
Borderline visible. AI bots can crawl Craig Le Clair, 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
#1,476,739 of 1,955,897 in Media & Entertainment for AI visibility
4
AEO Visibility
iNear-invisible · 3.6/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
8
AI Adoption
iBasic · 8/100
About Craig Le Clair
from our crawl and measurement
Craig Le Clair Author & AI / Future of Work Analyst describes itself simply: "Craig Le Clair, Forrester VP & Principal Analyst on AI and the future of work, and author of The Tale of Two Margerys, Random Acts of Automation, and Invisible Robots in the Quiet of the." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 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.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 3.6/10, Craig Le Clair is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Craig Le Clair
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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 September 23, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/craigleclair
Cite this score: Engagemii (2026). "AEO Score for Craig Le Clair." Retrieved from https://engagemii.com/aeo/brands/craigleclair
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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