AI Visibility Scorecard
John Munn
johnmunn.tech · Technology
Borderline visible. AI bots can crawl John Munn, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,351,732 of 2,707,165 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
13
AI Adoption
iBasic · 13/100
About John Munn
from our crawl and measurement
"Engineering leader and writer. Two decades at the intersection of technology, people, and the systems that connect them." That is how John Munn introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
Our crawl found structured data on the page (Person, WebSite, WebPage), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
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
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 4.7/10, John Munn is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Have a problem worth comparing notes on?
Tell me what decision is stuck, who owns it, and what happens if nothing changes. That is enough to start.Write to MeJohn MunnNotes on engineering leadership, software architecture, and the decisions that outlive the meeting.
Is this your brand?
The exact fixes for John Munn
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for John Munn.
Source & Attribution
Scored by Engagemii on October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnmunn-tech
Cite this score: Engagemii (2026). "AEO Score for John Munn." Retrieved from https://engagemii.com/aeo/brands/johnmunn-tech
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