AI Visibility Scorecard
John Cary, MD. Internal Medicine
johncarymd.com · Healthcare
Borderline visible. AI bots can crawl John Cary, MD. Internal Medicine, 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
Meta AI · Claude · ShapBot
#791,053 of 923,572 in Healthcare for AI visibility
24
AI Naming Predictability
iRarely named · 24/100
4
AEO Visibility
iNear-invisible · 3.7/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About John Cary, MD. Internal Medicine
from our crawl and measurement
Concierge Internal Medicine in Manassas, VA is a business whose own site puts it this way: "Enjoy the many benefits of concierge primary care in Manassas, VA with Internist John Cary, MD." When AI engines look at it, they find little to work with. It scores 3.7 out of 10.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
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 3.7/10, John Cary, MD. Internal Medicine is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why concierge medicine?
I love practicing medicine. What I like most is the ability to connect with patients, interpret their needs, and provide just the right amount of guidance. However, my concern with healthcare today is the lack of time … there is never enough of it to do as much as I’d like for every patient and care for them proactively, not reactively.
Is this your brand?
The exact fixes for John Cary, MD. Internal Medicine
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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 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johncarymd
Cite this score: Engagemii (2026). "AEO Score for John Cary, MD. Internal Medicine." Retrieved from https://engagemii.com/aeo/brands/johncarymd
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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