AI Visibility Scorecard
John R Larson MD
johnrlarsonmd.com · Healthcare
Borderline visible. AI bots can crawl John R Larson MD, 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 5 times
Claude · Meta AI · Apple Intelligence
#474,146 of 923,289 in Healthcare for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About John R Larson MD
from our crawl and measurement
John R Larson MD, based in Bremen, IN, describes itself simply: "Larson sharing the On-Call Drrole with his Community Family Physicians colleagues.When he is not working, he and his wife Marcy greatly enjoy any time spent with their 3 children and." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Under the hood there is structured data on the page (LocalBusiness) and a sitemap and a readable heading structure, but the score is capped by what is missing: an llms.txt file.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Fair
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
Good
Inbound links from other sites.
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 R Larson MD is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for John R Larson MD
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
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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnrlarsonmd
Cite this score: Engagemii (2026). "AEO Score for John R Larson MD." Retrieved from https://engagemii.com/aeo/brands/johnrlarsonmd
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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