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AI Visibility Scorecard
Jim Leach Mechanical
jimleachmechanical.com · Home & Living
Somewhat visible. AI bots can read Jim Leach Mechanical, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Meta AI · Claude · Apple Intelligence
#175,151 of 1,292,693 in Home & Living for AI visibility
6
AEO Visibility
iBorderline · 5.5/10
15
Muse Index Score
iAI agent readiness
Basic · 15/100
0
AI Adoption
iNone detected · 0/100
About Jim Leach Mechanical
from our crawl and measurement
Jim Leach Mechanical is a Irons, MI business whose own site puts it this way: "Family owned heating, cooling, plumbing and electrical company serving Lake, Manistee, Mason and Wexford counties in northern Michigan for over 40 years." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.5 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (HVACBusiness), 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
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
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 5.5/10, Jim Leach Mechanical has a working base to build on - fixable, and the signals above are where to start.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jimleachmechanical
Cite this score: Engagemii (2026). "AEO Score for Jim Leach Mechanical." Retrieved from https://engagemii.com/aeo/brands/jimleachmechanical
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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