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AI Visibility Scorecard
Model Matchbook: AI Model Recommendations, Backed by Evidence
modelmatchbook.com · Technology
At 3/10, Model Matchbook: AI Model Recommendations, Backed by Evidence is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,481,726 of 2,832,205 in Technology for AI visibility
3
/10
AEO Score
About Model Matchbook: AI Model Recommendations, Backed by Evidence
from our crawl and measurement
Model Matchbook: AI Model Recommendations, Backed by Evidence describes itself simply: "A continuously updated catalog of AI models with evidence-backed recommendations for every use case. Each claim is cited to real community sources and open benchmarks, not vendor marketing." When AI engines look at it, they find little to work with. It scores 3.0 out of 10.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3/10, Model Matchbook: AI Model Recommendations, Backed by Evidence is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Model Matchbook: AI Model Recommendations, Backed by Evidence
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/modelmatchbook
Cite this score: Engagemii (2026). "AEO Score for Model Matchbook: AI Model Recommendations, Backed by Evidence." Retrieved from https://engagemii.com/aeo/brands/modelmatchbook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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