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AI Visibility Scorecard
McWilliams Heating, Cooling and Plumbing
callmcwilliams.com · Home & Living
Borderline visible. AI bots can crawl McWilliams Heating, Cooling and Plumbing, 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
#533,331 of 1,269,487 in Home & Living for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About McWilliams Heating, Cooling and Plumbing
from our crawl and measurement
Expert HVAC & Plumbing Services in East Texas, based in Burke, TX, describes itself simply: "Expert AC repair, heating, and plumbing in Lufkin, Nacogdoches, Livingston, and Huntsville. Trusted East Texas home service experts since 1974. Schedule online today!." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
Our crawl found structured data on the page (BreadcrumbList, LocalBusiness, Organization) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
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
9
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 4.7/10, McWilliams Heating, Cooling and Plumbing is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for McWilliams Heating, Cooling and Plumbing
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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.
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Source & Attribution
Scored by Engagemii on September 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/callmcwilliams
Cite this score: Engagemii (2026). "AEO Score for McWilliams Heating, Cooling and Plumbing." Retrieved from https://engagemii.com/aeo/brands/callmcwilliams
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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