AI Visibility Scorecard
stewartac.com · Home & Living
Borderline visible. AI bots can crawl HVAC Contractor, 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 10 times
Meta AI · Claude · ChatGPT · Apple Intelligence
#29,291 of 1,378,420 in Home & Living for AI visibility
15
AI Naming Predictability
iRarely named · 15/100
Home & Living average 5
Top 14% of Home & Living
See what's behind this score →4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Home & Living average 2. Claim your page and Engagemii is your first.
See what's behind this score →10
Muse Index Score
iAI agent readiness
Basic · 10/100
Home & Living average 21
See what's behind this score →0
from our crawl and measurement
"If you're looking for a licensed HVAC contractor in Lexington, KY, call Stewart Air Conditioning & Heating today to find out more information at (859) 252-4945." That is how HVAC Contractor introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
Strong · Good · Fair · Weak
Structured Data
Weak
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.2/10, HVAC Contractor is crawlable but under-signaled - fixable, and the signals above are where to start.
Why Choose Stewart's?
At Stewart Air Conditioning & Heating, we're not only licensed and experienced HVAC contractors, but we're dedicated to providing on-time service that meets every one of your needs. In fact, our high-quality results have ensured customer satisfaction since we first began offering our services to homeowners back in 1976.Stewart Air Conditioning & Heating is state-licensed, EPA-certified, bonded, and fully insured.
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/stewartac
Cite this score: Engagemii (2026). "AEO Score for HVAC Contractor." Retrieved from https://engagemii.com/aeo/brands/stewartac
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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