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AI Visibility Scorecard
etchvacs.com · Technology
Borderline visible. AI bots can crawl Local Residential and Commercial HVAC Services, 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
#1,078,045 of 2,808,083 in Technology for AI visibility
4.9
/10
AEO Score
from our crawl and measurement
Local Residential and Commercial HVAC Services, based in Manchester, NH, describes itself simply: "With over seven years of experience and a commitment to high-quality craftsmanship, we can update your commercial or residential HVAC system with ease.If you need a water heater replacement." When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
On its own pages the site does well on structured data describing the business, a clear heading structure, a clearly stated business identity and crawler access and the files AI engines look for. It is passable on a few credibility markers and partial sitemap and link coverage.
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. 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
7
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
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
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.
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 4.9/10, Local Residential and Commercial HVAC Services is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Local Residential and Commercial HVAC Services
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech buyers are the most research-intensive shoppers on the internet.
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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/etchvacs
Cite this score: Engagemii (2026). "AEO Score for Local Residential and Commercial HVAC Services." Retrieved from https://engagemii.com/aeo/brands/etchvacs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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