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AI Visibility Scorecard
Eval Engineers — the bar AI agents have to clear
evalengineers.com · Nonprofits
AI engines read this profile 1 times
Claude
?
AEO Visibility
iNot scored · -/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
8
AI Adoption
iBasic · 8/100
About Eval Engineers — the bar AI agents have to clear
from our crawl and measurement
Eval Engineers the bar AI agents have to clear is a business whose own site puts it this way: "Eval engineering is the discipline after prompt engineering: designing the versioned evals AI agents must pass before their work ships. Community launching soon." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.6 out of 10.
The site is missing structured data describing the business, 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
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
Fair
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.
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The exact fixes for Eval Engineers — the bar AI agents have to clear
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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/evalengineers
Cite this score: Engagemii (2026). "AEO Score for Eval Engineers — the bar AI agents have to clear." Retrieved from https://engagemii.com/aeo/brands/evalengineers
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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