AI Visibility Scorecard
Fabian Roll
roll.science · Education
Borderline visible. AI bots can crawl Fabian Roll, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 8 times
Meta AI · Claude · Amazon Alexa · Perplexity
#567,673 of 937,448 in Education for AI visibility
87
AI Naming Predictability
iLikely to be named · 87/100
4
AEO Visibility
iBorderline · 4.4/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Fabian Roll
from our crawl and measurement
Fabian Roll is a business whose own site puts it this way: "During that time, I also organized the research seminar of the Applied and Computational Topology group and the TopMath talk series.↑© 2025 Fabian RollPowered by Hugo & Blowfish." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
Our crawl found structured data on the page (WebSite) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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 4.4/10, Fabian Roll is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Fabian Roll
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/roll-science
Cite this score: Engagemii (2026). "AEO Score for Fabian Roll." Retrieved from https://engagemii.com/aeo/brands/roll-science
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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