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AI Visibility Scorecard
Stuart Lerner, MD
dr-lerner.com · Healthcare
Somewhat visible. AI bots can read Stuart Lerner, MD, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#160,709 of 818,251 in Healthcare for AI visibility
5.5
/10
AEO Score
About Stuart Lerner, MD
from our crawl and measurement
Stuart Lerner, MD, based in Kailua, HI, describes itself simply: "Stuart Lerner, MD is a skilled Family Medicine, Holistic Medicine, & Urgent Care in Kailua, HI. Accepting new appointments. Call today or request an appointment on our website." Its AI visibility score is 5.5 out of 10: the engines can find it, but they do not have much to hold on to.
Under the hood there is structured data on the page (WebPage, BreadcrumbList, WebSite) and a sitemap and a readable heading structure, but the score is capped by what is missing: an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
9
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Trust
1
Established authority for your domain.
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 5.5/10, Stuart Lerner, MD has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Stuart Lerner, MD
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/dr-lerner
Cite this score: Engagemii (2026). "AEO Score for Stuart Lerner, MD." Retrieved from https://engagemii.com/aeo/brands/dr-lerner
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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