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AI Visibility Scorecard
Licensed Plumbing & HVAC Contractors
manieryplumbingandheating.com · Home & Living
Somewhat visible. AI bots can read Licensed Plumbing & HVAC Contractors, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#135,708 of 791,161 in Home & Living for AI visibility
5.4
/10
AEO Score
About Licensed Plumbing & HVAC Contractors
from our crawl and measurement
"For quality plumbing and HVAC services in Rutland, VT, Maniery Plumbing and Heating delivers professionalism and expertise. Click here to learn more." That is how Licensed Plumbing & HVAC Contractors of Rutland, Vermont introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: structured data describing the business, 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.
Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, 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.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
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
9
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
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
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 5.4/10, Licensed Plumbing & HVAC Contractors has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Licensed Plumbing & HVAC Contractors
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Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/manieryplumbingandheating
Cite this score: Engagemii (2026). "AEO Score for Licensed Plumbing & HVAC Contractors." Retrieved from https://engagemii.com/aeo/brands/manieryplumbingandheating
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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