AI visibility score
5.2/ 10Fair

#7,302 of 925,288 in Healthcare

As of 2026-08-01 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Dr. Ryan N. Cole

Dr. Ryan N. Cole

Unclaimed

rcolemd.com · Healthcare

Somewhat visible. AI bots can read Dr. Ryan N. Cole, but it is missing signals that would get it named ahead of competitors.

AI engines read this profile 14 times

Meta AI · ShapBot · Perplexity · Claude

#7,302 of 925,288 in Healthcare for AI visibility

79

AI Naming Predictability

i

Named occasionally · 79/100

Healthcare average 11

Top 1% of Healthcare

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5

AEO Visibility

i

Borderline · 5.2/10

Healthcare average 4.0

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-

Network Authority

i

Not connected yet

Healthcare average 0.0

0 relationships · Healthcare average 3

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10

Muse Index Score

i

AI agent readiness

Basic · 10/100

Healthcare average 18

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0

AI Adoption

i

None detected · 0/100

Healthcare average 0

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About Dr. Ryan N. Cole

from our crawl and measurement

Dr. Ryan N. Cole is a business whose own site puts it this way: "Dr. Ryan N. Cole is a board certified clinical and anatomic pathologist and founder of Cole Diagnostics in Idaho. He offers consulting and medical education to drive patient-centered care." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.

On the page itself the strengths are clear: a clear heading structure, a clearly stated business identity and crawler access and the files AI engines look for. It is passable on a few credibility markers. What holds it back is structured data describing the business and sitemaps and entity links AI can follow.

Away from its own site, other sites link to it and AI engines recognise it as a distinct business. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Company ·
Dr. Ryan N. Cole
Website ·
rcolemd.com
Industry ·
Healthcare
Site status ·
Live (The website showed an active business site when last checked (Aug 26, 2026).)
Last scored ·
Aug 1, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

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

Fair

Experience, Expertise, Authority, Trust markers.

Technical AEO

Strong

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

Strong

Inbound links from other sites.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Strong

Recognized in AI knowledge graphs.

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 read your site and name it in answers. At 5.2/10, Dr. Ryan N. Cole has a working base to build on - fixable, and the signals above are where to start.

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Picked for Dr. Ryan N. Cole: How-To

How to Get Your Company Named by ChatGPT, Gemini, and Claude

When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.

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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/rcolemd

Cite this score: Engagemii (2026). "AEO Score for Dr. Ryan N. Cole." Retrieved from https://engagemii.com/aeo/brands/rcolemd

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

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