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AI Visibility Scorecard
hopfinity.com · Government & Public Sector
Borderline visible. AI bots can crawl Chatham Brewing, 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
#72,880 of 103,044 in Government & Public Sector for AI visibility
4
/10
AEO Score
from our crawl and measurement
"Chatham Brewing is an award-winning microbrewery in Chatham, NY that has been serving Columbia County for over 15 years." That is how Home of Chatham, 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 (WebPage, ImageObject, BreadcrumbList). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
10
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
6
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
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 4/10, Chatham Brewing is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Chatham Brewing
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 16, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hopfinity
Cite this score: Engagemii (2026). "AEO Score for Chatham Brewing." Retrieved from https://engagemii.com/aeo/brands/hopfinity
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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