AI Visibility Scorecard
johnhenrymuller.com · Technology
Borderline visible. AI bots can crawl John Henry 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 9 times
Claude · Apple Intelligence · Meta AI · ShapBot
#786,165 of 2,706,489 in Technology for AI visibility
2
AI Naming Predictability
iRarely named · 2/100
More likely to be named than 81% of Technology companies
3
AEO Visibility
iNear-invisible · 3.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
John Henry Müller describes itself simply: "I'll do my best to answer all your questions about me." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.2 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
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
Fair
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
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 3.2/10, John Henry Müller is crawlable but under-signaled - fixable, and the signals above are where to start.
Why should I hire you?
I see you’re getting straight to business. I like it! Why you should hire me: Experience. I’ve been doing this a loooong time. About 25 years. I’ve seen a lot. I’ve done a lot. Chances are, I’ve come across a similar problem before, which means high-quality, efficient results. Directness. When you hire me, you get me. You’re not passed off to a junior design team. And there’s no account manager.
Why should I NOT hire you?
Here are a few good reasons: You want the agency treatment. If you’re into catered lunches, a Trademarked Process™, and a big team in a shiny office with impractical seating, you won’t get that from me. Some folks find comfort in structure, hierarchy, and the illusion of multiple specialists working in parallel. You should hire an agency. You have an aggressive timeline and I’m already booked.
Are you taking on new clients?
Yes indeed! I’m currently booking projects for September 2026. Let’s set up a quick meeting to see if there’s a fit.
What’s your specialty?
I work at the intersection of strategy, experience design, and visual design. I gravitate toward big, messy, interesting problems that need a curious generalist. Especially ones that are tightly connected to the ✨brand experience✨. Think: onboarding flows, mission-critical interactions, or high-impact moments that shape how people feel about your product.
Are you reliable?
Oh yeah. When aspiring freelance designers ask me for the most important advice on building a successful career, I tell them: “Do what you say you’re going to do, when you said you were going to do it.” I live by that.
Is this your brand?
The exact fixes for John Henry Müller
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for John Henry Müller.
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnhenrymuller
Cite this score: Engagemii (2026). "AEO Score for John Henry Müller." Retrieved from https://engagemii.com/aeo/brands/johnhenrymuller
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform