AI Visibility Scorecard
Geraint Thomas Bio
geraintthomasbio.com · Education
Somewhat visible. AI bots can read Geraint Thomas Bio, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#242,494 of 937,188 in Education for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About Geraint Thomas Bio
from our crawl and measurement
Geraint Thomas Bio is a business whose own site puts it this way: "A science-led platform on skin barrier biology by biochemist Geraint Thomas. Mechanism-first writing on barrier damage, repair, and the regulatory logic behind how skin behaves." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Person, Organization, WebSite), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion 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 5.3/10, Geraint Thomas Bio has a working base to build on - fixable, and the signals above are where to start.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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/geraintthomasbio
Cite this score: Engagemii (2026). "AEO Score for Geraint Thomas Bio." Retrieved from https://engagemii.com/aeo/brands/geraintthomasbio
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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