AI Visibility Scorecard
John Patrick Stein, MD
johnpatricksteinmd.com · Healthcare
Borderline visible. AI bots can crawl John Patrick Stein, 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 4 times
Meta AI · Claude
#744,159 of 923,289 in Healthcare for AI visibility
4
AEO Visibility
iNear-invisible · 3.9/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About John Patrick Stein, MD
from our crawl and measurement
"Welcome to the concierge medicine practice of Dr. John Patrick Stein. As a member of my practice, you’ll receive truly personalized healthcare." That is how Concierge Medicine of s Contact John Patrick Stein, MD introduces itself. When AI engines look at it, they find little to work with. It scores 3.9 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), 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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
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
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 3.9/10, John Patrick Stein, MD is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What Is Concierge Medicine?
Concierge medicine, also known as membership medicine, is a relationship between a patient and a primary care physician in which the patient pays an annual fee or retainer. In exchange for the retainer, doctors provide enhanced care, including principally a commitment to limit patient loads to ensure adequate time and availability for each patient.
Is this your brand?
The exact fixes for John Patrick Stein, MD
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.
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Source & Attribution
Scored by Engagemii on August 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnpatricksteinmd
Cite this score: Engagemii (2026). "AEO Score for John Patrick Stein, MD." Retrieved from https://engagemii.com/aeo/brands/johnpatricksteinmd
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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