AI Visibility Scorecard
Heating & Cooling Professionals
mdsmithhvac.com · Home & Living
Borderline visible. AI bots can crawl Heating & Cooling Professionals, 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 6 times
Claude · Meta AI · ShapBot · Perplexity
#220,356 of 1,376,760 in Home & Living for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Heating & Cooling Professionals
from our crawl and measurement
"Trusted heating and air conditioning repair in Modesto, offering HVAC repair, installation, and maintenance services." That is how Heating & Cooling Professionals introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion 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 4/10, Heating & Cooling Professionals is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Is Your HVAC System a Symphony, or Rock & Roll?
December 2, 2025 | Our Blogs | 0 CommentsWhen you hear this working properly, it’s like music to your ears, however when it’s not it can resemble a Rock & Roll band. If your (HVAC) system is sounding more like a Rock band, it may be time to call a professional in to get things back in tune.
Is this your brand?
The exact fixes for Heating & Cooling Professionals
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Heating & Cooling Professionals.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mdsmithhvac
Cite this score: Engagemii (2026). "AEO Score for Heating & Cooling Professionals." Retrieved from https://engagemii.com/aeo/brands/mdsmithhvac
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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