AI Visibility Scorecard
HVAC Services
mulliganheating.com · Home & Living
Borderline visible. AI bots can crawl 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.
AI engines read this profile 9 times
Meta AI · Claude · Perplexity · Apple Intelligence
#28,515 of 1,376,760 in Home & Living for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
55
Muse Index Score
iAI agent readiness
Agent-ready · 55/100
0
AI Adoption
iNone detected · 0/100
About HVAC Services
from our crawl and measurement
HVAC Services, based in White Lake, Michigan, describes itself simply: "Reliable HVAC services in White Lake, MI, by Mulligan Heating Inc. Call (248)-698-9700 for repairs, replacements, and fast service." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness, FAQPage), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
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
Strong
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 4.2/10, HVAC Services is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What To Expect When You Work With Us?
We know that dealing with HVAC issues can be stressful, which is why we keep our process simple and transparent from start to finish. Step 1: Request Service Give us a call at (248)-698-9700 or submit an appointment request online. Our team will schedule a time that works best for you.
Is this your brand?
The exact fixes for HVAC Services
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 HVAC Services.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mulliganheating
Cite this score: Engagemii (2026). "AEO Score for HVAC Services." Retrieved from https://engagemii.com/aeo/brands/mulliganheating
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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