AI Visibility Scorecard
Edward Tobinick M.D. Biography
edwardtobinick.com · Healthcare
Somewhat visible. AI bots can read Edward Tobinick M.D. Biography, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Apple Intelligence · Meta AI · Claude · ShapBot
#164,851 of 923,556 in Healthcare for AI visibility
6
AEO Visibility
iBorderline · 5.5/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Edward Tobinick M.D. Biography
from our crawl and measurement
"Dr. Tobinick's breakthrough stroke treatment to enhance stroke recovery available exclusively at the Institute of Neurological Recovery is recognized worldwide." That is how Edward Tobinick M.D. Biography introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.5 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: structured data describing the business, a clearly stated business identity, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a workable page structure.
Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
It does link out to several social profiles, which helps engines tie the brand together.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 5.5/10, Edward Tobinick M.D. Biography has a working base to build on - fixable, and the signals above are where to start.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/edwardtobinick
Cite this score: Engagemii (2026). "AEO Score for Edward Tobinick M.D. Biography." Retrieved from https://engagemii.com/aeo/brands/edwardtobinick
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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