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AI Visibility Scorecard
Martin Liberman Projects
mlprojects.co · Other
AI engines read this profile 1 times
Claude
?
AEO Visibility
iNot scored · -/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Martin Liberman Projects
from our crawl and measurement
Martin Liberman Projects is in our directory. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.5 out of 10.
Under the hood there is structured data on the page (WebSite) and an llms.txt file for AI models and a sitemap, but the score is capped by what is missing: a heading structure that lays out what it offers.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
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
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
-
Not yet measured.
Domain Authority
-
Not yet measured.
Reference Presence
-
Not yet measured.
News & Press
-
Not yet measured.
Community
-
Not yet measured.
Social Mentions
-
Not yet measured.
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.
Is this your brand?
The exact fixes for Martin Liberman Projects
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
What is AEO? The beginner's guide to Answer Engine Optimization
ChatGPT answered 200 million questions last month. Google's AI Overviews are showing up on millions of searches. Claude is running research for entire teams. The question isn't whether AI will shape how people find information. It already has.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mlprojects-co
Cite this score: Engagemii (2026). "AEO Score for Martin Liberman Projects." Retrieved from https://engagemii.com/aeo/brands/mlprojects-co
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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