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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 1 times
Claude
#410,482 of 816,982 in Healthcare for AI visibility
4.7
/10
AEO Score
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
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
6
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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
Weekly ChatGPT & Claude citation tracking
Trust Is the Product. AI Is How You Build It at Scale.
In health and wellness, you're not just selling a product. You're asking someone to trust you with their body.
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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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