AI Visibility Scorecard
Hans-Peter Müller - Autor
muellerhp.com · Food & Beverage
Borderline visible. AI bots can crawl Hans-Peter Müller - Autor, 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 6 times
Meta AI · Apple Intelligence · Claude · ShapBot
#370,270 of 1,392,192 in Food & Beverage for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
About Hans-Peter Müller - Autor
from our crawl and measurement
"Klicken Sie hier, um mich zu bearbeiten und einen Text hinzuzufügen.”Kölner NachrichtenRezensionen„Ich bin eine Rezension." That is how muellerhp.com of Staufen im Breisgau, BW introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
The site gets some of it right: it has structured data on the page (LocalBusiness, WebSite), a readable heading structure. What holds it back is what is absent, including an llms.txt file, a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Strong
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
Fair
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 4/10, Hans-Peter Müller - Autor is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Hans-Peter Müller - Autor
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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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/muellerhp
Cite this score: Engagemii (2026). "AEO Score for Hans-Peter Müller - Autor." Retrieved from https://engagemii.com/aeo/brands/muellerhp
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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