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AI Visibility Scorecard
Matt Harrington
mattrharrington.com · Education
Borderline visible. AI bots can crawl Matt Harrington, 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
#672,660 of 897,235 in Education for AI visibility
4
AEO Visibility
iNear-invisible · 3.8/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
12
AI Adoption
iBasic · 12/100
About Matt Harrington
from our crawl and measurement
"PhD Candidate that studies Interpretable ML, Variational Inference, and groundwater depletion in India using remote sensing, random forests and more. Matt Harrington." That is how MATT HARRINGTON of New York, NY introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 3.8/10, Matt Harrington is crawlable but under-signaled - fixable, and the signals above are where to start.
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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 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mattrharrington
Cite this score: Engagemii (2026). "AEO Score for Matt Harrington." Retrieved from https://engagemii.com/aeo/brands/mattrharrington
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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