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AI Visibility Scorecard
Fred F. Collis and Sons
collisheating.com · Technology
Borderline visible. AI bots can crawl Fred F. Collis and Sons, 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
#1,441,704 of 2,708,729 in Technology for AI visibility
4.6
/10
AEO Score
About Fred F. Collis and Sons
from our crawl and measurement
"Trusted since 1936, Fred F. Collis & Sons' provides the Greater Utica & Syracuse areas with quality heating, cooling, insulation, oil delivery, & IAQ solutions." That is how Fred F. Collis & Sons: CNY Heating, Cooling & Insulation of Yorkville, NY introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
Our crawl found structured data on the page (BreadcrumbList, Organization, WebPage) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
9
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 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.
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, Fred F. Collis and Sons is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Fred F. Collis and Sons
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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/collisheating
Cite this score: Engagemii (2026). "AEO Score for Fred F. Collis and Sons." Retrieved from https://engagemii.com/aeo/brands/collisheating
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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