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AI Visibility Scorecard

Matt Irwin, M.D., M.S.W.

Matt Irwin, M.D., M.S.W.

Unclaimed

drmattirwin.com · Education

Borderline visible. AI bots can crawl Matt Irwin, M.D., M.S.W., 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

Claude · Apple Intelligence · Meta AI

#522,326 of 888,204 in Education for AI visibility

4.4

/10

AEO Score

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About Matt Irwin, M.D., M.S.W.

from our crawl and measurement

Matt Irwin, M.D., M.S.W. describes itself simply: "I have been in practice since 2004, practicing family medicine, natural health, and homeopathy." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.

Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.

AI crawlers have visited 2 times in our tracking, including Applebot (Siri) and ClaudeBot (Anthropic).

Industry · Education
Last scored · Aug 7, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

2

Clear headings and answer-style content.

Entity Clarity

2

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

5

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

3

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

8

Inbound links from other sites.

Domain Authority

2

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 4.4/10, Matt Irwin, M.D., M.S.W. is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Matt Irwin, M.D., M.S.W.: How-To

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 7, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/drmattirwin

Cite this score: Engagemii (2026). "AEO Score for Matt Irwin, M.D., M.S.W.." Retrieved from https://engagemii.com/aeo/brands/drmattirwin

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

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