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AI Visibility Scorecard
Unified Model Records
modelrecord.com · Technology
At 2.8/10, Unified Model Records 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
#2,614,768 of 2,821,955 in Technology for AI visibility
2.8
/10
AEO Score
About Unified Model Records
from our crawl and measurement
"Unified Model Records All cards Paper GitHub Unified Model Records Tracking models and their artifacts in a systematic, versionable, and open source repository." That is how Unified Model Records introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.8 out of 10.
On the page itself the strengths are clear: a clear heading structure. What holds it back is a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.
Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
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
1
Established authority for your domain.
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 2.8/10, Unified Model Records is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Unified Model Records
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/modelrecord
Cite this score: Engagemii (2026). "AEO Score for Unified Model Records." Retrieved from https://engagemii.com/aeo/brands/modelrecord
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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