AI Visibility Scorecard
Brian Munroe. Keynote speaker on troubled projects, recovery, and prevention
· Healthcare
Borderline visible. AI bots can crawl Brian Munroe. Keynote speaker on troubled projects, recovery, and prevention, 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 2 times
Claude
#472,722 of 921,522 in Healthcare for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About Brian Munroe. Keynote speaker on troubled projects, recovery, and prevention
from our crawl and measurement
"Brian Munroe walks into burning projects and puts the fire out. 30 years inside troubled projects. 150+ pulled back from the edge." That is how brianmunroe.com of Las Vegas, NV 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), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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, Brian Munroe. Keynote speaker on troubled projects, recovery, and prevention is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Brian Munroe. Keynote speaker on troubled projects, recovery, and prevention
Which AI engines already crawl you
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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 August 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/brianmunroe
Cite this score: Engagemii (2026). "AEO Score for Brian Munroe. Keynote speaker on troubled projects, recovery, and prevention." Retrieved from https://engagemii.com/aeo/brands/brianmunroe
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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