AI Visibility Scorecard
Lone Star Gear Machinery
lgearm.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Lone Star Gear Machinery, 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.
AI engines read this profile 2 times
Claude · ShapBot
#20,230 of 270,218 in Manufacturing & Industrial for AI visibility
6
AI Naming Predictability
iRarely named · 6/100
Manufacturing & Industrial average 14
Top 79% of Manufacturing & Industrial
See what's behind this score →4
AEO Visibility
iBorderline · 4.2/10
Manufacturing & Industrial average 4.0
See what's behind this score →-
Network Authority
iNot connected yet
Manufacturing & Industrial average 0.0
0 relationships · Manufacturing & Industrial average 2
See what's behind this score →30
Muse Index Score
iAI agent readiness
Basic · 30/100
Manufacturing & Industrial average 18
See what's behind this score →3
About Lone Star Gear Machinery
from our crawl and measurement
Home, based in Cuautlancingo, PUE, describes itself simply: "Your trusted source for top-quality used gear machinery and tooling in Mexico and beyond! Lone Star Gear Machinery supplies reliable, high-performance equipment to gear machine shops across." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
- Company ·
- Lone Star Gear Machinery
- Website ·
- lgearm.com
- Industry ·
- Manufacturing & Industrial
- Location ·
- Cuautlancingo, PUE
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Aug 21, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 read your site and name it in answers. At 4.2/10, Lone Star Gear Machinery is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Lone Star Gear Machinery
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on August 21, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lgearm
Cite this score: Engagemii (2026). "AEO Score for Lone Star Gear Machinery." Retrieved from https://engagemii.com/aeo/brands/lgearm
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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