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AI Visibility Scorecard
fredfcollis.com · oil & energy
Somewhat visible. AI bots can read Fred F. Collis and Sons - Heating, Air Conditioning, & Insulation, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
ChatGPT
#26,289 of 791,875 in Home & Living for AI visibility
6.1
/10
AEO Score
from our crawl and measurement
Fred F. Collis and Sons is a Yorkville, NY business whose own site puts it this way: "Trusted since 1936, Fred F. Collis & Sons' provides the Greater Utica & Syracuse areas with quality heating, cooling, insulation, oil delivery, & IAQ solutions." Its AI visibility score is 6.1 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure, a clearly stated business identity, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
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 6.1/10, Fred F. Collis and Sons - Heating, Air Conditioning, & Insulation has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Fred F. Collis and Sons - Heating, Air Conditioning, & Insulation
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Weekly ChatGPT & Claude citation tracking
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Scored by Engagemii on July 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fredfcollis
Cite this score: Engagemii (2026). "AEO Score for Fred F. Collis and Sons - Heating, Air Conditioning, & Insulation." Retrieved from https://engagemii.com/aeo/brands/fredfcollis
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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