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AI Visibility Scorecard
mikesradiatorwi.com · Automotive
Somewhat visible. AI bots can read Heating & Cooling Systems, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#66,707 of 341,506 in Automotive for AI visibility
5
AEO Visibility
iBorderline · 5.2/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Heating & Cooling Systems is a business whose own site puts it this way: "Contact Mike's Radiator Service in Waukesha, WI at (262) 544-4948 for the locally owned and operated radiator experts you can trust." Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
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 once in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
6
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
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
6
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.
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 5.2/10, Heating & Cooling Systems has a working base to build on - fixable, and the signals above are where to start.
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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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Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mikesradiatorwi
Cite this score: Engagemii (2026). "AEO Score for Heating & Cooling Systems." Retrieved from https://engagemii.com/aeo/brands/mikesradiatorwi
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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