AI Visibility Scorecard
Hockey East Ref Stats
hearefstats.com · Education
Borderline visible. AI bots can crawl Hockey East Ref Stats, 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 1 times
Claude
#847,928 of 937,393 in Education for AI visibility
3
AEO Visibility
iNear-invisible · 3.3/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Hockey East Ref Stats
from our crawl and measurement
"Some notes of interest this month: Dmitrii Antipin made his first appearance of the season, working the Merrimack-Vermont game on the 28th." That is how Hockey East Ref Stats introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.3 out of 10.
The site gets some of it right: it has a sitemap, a readable heading structure, substantial page content. What holds it back is what is absent, including structured data describing the business, an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
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
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 3.3/10, Hockey East Ref Stats is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Hockey East Ref Stats
Which AI engines already crawl you
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hearefstats
Cite this score: Engagemii (2026). "AEO Score for Hockey East Ref Stats." Retrieved from https://engagemii.com/aeo/brands/hearefstats
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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