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AI Visibility Scorecard
Patrick Walsh HVAC
patrickwalshhvac.com · Food & Beverage
Borderline visible. AI bots can crawl Patrick Walsh HVAC, 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.
AI engines read this profile 1 times
Claude
#1,248,445 of 1,685,091 in Food & Beverage for AI visibility
3.5
/10
AEO Score
About Patrick Walsh HVAC
from our crawl and measurement
Patrick Walsh HVAC describes itself simply: "Our ServicesWe deliver honest, straightforward, and budget-conscious solutions that come from carefully assessing our customers’ needs." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Under the hood there is structured data on the page (WebSite, LocalBusiness) and a sitemap, but the score is capped by what is missing: an llms.txt file, a heading structure that lays out what it offers.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
8
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
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 3.5/10, Patrick Walsh HVAC is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Patrick Walsh HVAC
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your Ingredient Label Has a Story. Is Anyone Telling It?
Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/patrickwalshhvac
Cite this score: Engagemii (2026). "AEO Score for Patrick Walsh HVAC." Retrieved from https://engagemii.com/aeo/brands/patrickwalshhvac
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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