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AI Visibility Scorecard

Rob Gray, MD

Rob Gray, MD

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robgraymd.com · Technology

Borderline visible. AI bots can crawl Rob Gray, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#1,478,759 of 2,811,264 in Technology for AI visibility

4.6

/10

AEO Score

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About Rob Gray, MD

from our crawl and measurement

Rob Gray, MD describes itself simply: "<p>A comprehensive hand surgery practice in the North Shore of Chicago. Robert Gray, MD practices at the <strong>NorthShore Orthopaedic Institute.</strong> Dr." When AI engines look at it, they find little to work with. It scores 4.6 out of 10.

On its own pages the site does well on a clearly stated business identity. It is passable on some structured data and partial sitemap and link coverage. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt, a heading structure that lays out what it offers and credibility markers like credentials or reviews.

Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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. None of that can be fixed on the page: it has to be earned.

There is not much on the page to read either, about 49 words. It does link out to several social profiles, which helps engines tie the brand together.

Industry · Technology
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

5

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

0

Clear headings and answer-style content.

Entity Clarity

9

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

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.

Reddit

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 4.6/10, Rob Gray, MD is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Rob Gray, MD: Tech & Electronics

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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/robgraymd

Cite this score: Engagemii (2026). "AEO Score for Rob Gray, MD." Retrieved from https://engagemii.com/aeo/brands/robgraymd

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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