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AI Visibility Scorecard

Andy Lewis Heating and Air Conditioning

Andy Lewis Heating and Air Conditioning

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andylewishvac.com · mechanical or industrial engineering

Somewhat visible. AI bots can read Andy Lewis Heating and Air Conditioning, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 2 times

ChatGPT

#26,249 of 791,161 in Home & Living for AI visibility

6.1

/10

AEO Score

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About Andy Lewis Heating and Air Conditioning

from our crawl and measurement

Andy Lewis Heating and Air Conditioning is a business whose own site puts it this way: "Reliable heating and air conditioning services in Charlotte, North Carolina. Trustworthy, personalized solutions for your HVAC needs." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 out of 10, readable in places and missing in others.

On the page itself the strengths are clear: 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.

Away from its own site, 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. Those are earned elsewhere on the web, not fixed on the site itself.

It does link out to several social profiles, which helps engines tie the brand together. The business dates to 1994.

Industry · mechanical or industrial engineering
Last scored · Aug 1, 2026
Employees · 51-200
Founded · 1994

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

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

7

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

9

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

9

Inbound links from other sites.

Domain Trust

1

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.

Reddit

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 6.1/10, Andy Lewis Heating and Air Conditioning has a working base to build on - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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Picked for Andy Lewis Heating and Air Conditioning: Home & Living

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Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/andylewishvac

Cite this score: Engagemii (2026). "AEO Score for Andy Lewis Heating and Air Conditioning." Retrieved from https://engagemii.com/aeo/brands/andylewishvac

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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