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AI Visibility Scorecard
Lone Star Radiator
lonestarradiator.com · oil & energy
Somewhat visible. AI bots can read Lone Star Radiator, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#83,681 of 324,305 in Automotive for AI visibility
5.1
/10
AEO Score
About Lone Star Radiator
from our crawl and measurement
"Since 1977, Lone Star Radiator's service includes special maintenance as the simplest! Cooling system, agricultural and Industrial repairs in San Antonio, TX." That is how Lone Star Radiator introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure and a clearly stated business identity. It is passable on partial sitemap and link coverage. What holds it back is structured data describing the business, the technical files AI engines look for, such as llms.txt or an open robots.txt and credibility markers like credentials or reviews.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Trust
1
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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, Lone Star Radiator has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Lone Star Radiator
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lonestarradiator
Cite this score: Engagemii (2026). "AEO Score for Lone Star Radiator." Retrieved from https://engagemii.com/aeo/brands/lonestarradiator
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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