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AI Visibility Scorecard
HVAC Repair Services | Frey Heating & Cooling | Geneseo, NY
freyheatingandcooling.com · Home & Living
Borderline visible. AI bots can crawl HVAC Repair Services | Frey Heating & Cooling | Geneseo, NY, 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 5 times
Meta AI · Claude
#595,531 of 1,279,940 in Home & Living for AI visibility
5
AEO Visibility
iBorderline · 4.6/10
53
Muse Index Score
iAI agent readiness
Agent-ready · 53/100
0
AI Adoption
iNone detected · 0/100
About HVAC Repair Services | Frey Heating & Cooling | Geneseo, NY
from our crawl and measurement
HVAC Repair Services is a Geneseo, New York business whose own site puts it this way: "Frey Heating & Cooling is a trusted HVAC company in Geneseo, NY, offering heating, cooling, and indoor air quality solutions for homes and businesses." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Place, HVACBusiness, Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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 4.6/10, HVAC Repair Services | Frey Heating & Cooling | Geneseo, NY is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for HVAC Repair Services | Frey Heating & Cooling | Geneseo, NY
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 August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/freyheatingandcooling
Cite this score: Engagemii (2026). "AEO Score for HVAC Repair Services | Frey Heating & Cooling | Geneseo, NY." Retrieved from https://engagemii.com/aeo/brands/freyheatingandcooling
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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