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AI Visibility Scorecard
Lee Mechanical
leeplumbing.com · Home & Living
Somewhat visible. AI bots can read Lee Mechanical, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
ChatGPT · Claude · Apple Intelligence · Meta AI
#73,947 of 1,290,881 in Home & Living for AI visibility
6
AEO Visibility
iBorderline · 5.9/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Lee Mechanical
from our crawl and measurement
"Elevate your commercial and industrial projects with our trusted, high-quality mechanical, electrical, plumbing, and fire protection services." That is how Lee Mechanical of Franklin, WI introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.9 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (GeneralContractor, Organization, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 4 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
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
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
10
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
1
Established authority for your domain.
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 5.9/10, Lee 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
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 August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/leeplumbing
Cite this score: Engagemii (2026). "AEO Score for Lee Mechanical." Retrieved from https://engagemii.com/aeo/brands/leeplumbing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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