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AI Visibility Scorecard
Robert Muth
robmuth.com · Education
AI engines read this profile 1 times
Claude
?
AEO Visibility
iNot scored · -/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Robert Muth
from our crawl and measurement
"Upcoming stuff In Fall 2025 I will be at the Institute for Computational and Experimental Research in Mathematics (ICERM) for the semester program Categorification and Computation in." That is how Robert Muth introduces itself. As far as answer engines are concerned it may as well not exist yet: 2.9 out of 10.
On the page it is passable on basic crawler access. What holds it back is a heading structure that lays out what it offers, a clearly stated business identity, structured data describing the business, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
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. None of that can be fixed on the page: it has to be earned.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
Fair
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.
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/robmuth
Cite this score: Engagemii (2026). "AEO Score for Robert Muth." Retrieved from https://engagemii.com/aeo/brands/robmuth
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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