AI visibility score
4.0/ 10Fair

#1,299,541 of 2,705,506 in Technology

As of 2026-10-21 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

LeidFrei Christoph Müller

LeidFrei Christoph Müller

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leidfrei.com · Technology

Borderline visible. AI bots can crawl LeidFrei Christoph Müller, 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 1 times

Claude

#1,299,541 of 2,705,506 in Technology for AI visibility

<1

AI Naming Predictability

i

Rarely named · <1/100

Top 80% of Technology

4

AEO Visibility

i

Borderline · 4/10

30

Muse Index Score

i

AI agent readiness

Basic · 30/100

0

AI Adoption

i

None detected · 0/100

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About LeidFrei Christoph Müller

from our crawl and measurement

LeidFrei Christoph Müller is a Bätterkinden, BE business whose own site puts it this way: "Psychosomatischer Coach Schweiz | Wo Ärzte aufhören zu suchen, fange ich an. Von chronisch krank zu wirklich gelebt." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.

Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Technology
Last scored · Oct 21, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Good

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

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

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 4/10, LeidFrei Christoph Müller is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for LeidFrei Christoph Müller: How-To

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 October 21, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/leidfrei

Cite this score: Engagemii (2026). "AEO Score for LeidFrei Christoph Müller." Retrieved from https://engagemii.com/aeo/brands/leidfrei

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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