▲ 0.1 since Jul 2026
#81,409 OF 267,377 IN MANUFACTURING & INDUSTRIAL
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AI Visibility Scorecard
Lyons Road LLC
lyonsroadllc.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Lyons Road LLC, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Meta AI · Claude
#81,409 of 267,377 in Manufacturing & Industrial for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About Lyons Road LLC
from our crawl and measurement
Lyons Road LLC is a Coconut Creek, FL business whose own site puts it this way: "Here at Lyons Road LLC we are experts at machine repair, trouble shooting, and equipment maintenance services that solve complex problems fast. From troubleshooting to full...." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models, a sitemap. It also found the gaps that keep answer engines guessing: a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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 5.1/10, Lyons Road LLC has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Who Is Lyons Road LLC?
We are a very small, privately owned company based out of Ohio. We work with not only businesses with machine repair needs but also with machine manufacturers to assist in the installation, service, and training of their equipment to their customers.
Is this your brand?
The exact fixes for Lyons Road LLC
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.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lyonsroadllc
Cite this score: Engagemii (2026). "AEO Score for Lyons Road LLC." Retrieved from https://engagemii.com/aeo/brands/lyonsroadllc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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