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AI Visibility Scorecard
L.A. Roser
laroser.com · Food & Beverage
Somewhat visible. AI bots can read L.A. Roser, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#217,298 of 1,698,064 in Food & Beverage for AI visibility
5.5
/10
AEO Score
About L.A. Roser
from our crawl and measurement
L.A. Roser, based in Turlock, CA, describes itself simply: "L.A. Roser provides industrial refrigeration engineering, design, construction & 24/7 service for food, beverage, gas, ice rink & cold storage facilities." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.5 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure, a clearly stated business identity and sitemaps and entity links AI can follow. It is passable on some structured data, a few credibility markers and basic crawler access.
Away from its own site, other sites link to it. Beyond that, the domain does not yet read as established, 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
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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
0
Little domain authority yet.
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 5.5/10, L.A. Roser has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for L.A. Roser
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your Ingredient Label Has a Story. Is Anyone Telling It?
Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.
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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/laroser
Cite this score: Engagemii (2026). "AEO Score for L.A. Roser." Retrieved from https://engagemii.com/aeo/brands/laroser
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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