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AI Visibility Scorecard
Rose Refractory Service, Inc. -
roserefractory.com · Food & Beverage
At 2.1/10, Rose Refractory Service, Inc. - is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 1 times
Amazon Alexa
#1,280,713 of 1,351,389 in Food & Beverage for AI visibility
2.1
/10
AEO Score
About Rose Refractory Service, Inc. -
from our crawl and measurement
Rose Refractory Service, Inc. - describes itself simply: "Rose Refractory Service specializes in spray sealing and insulating glass furnace regenerators, melter crowns, and flues to reduce operating costs & emissions." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.1 out of 10.
Under the hood there is structured data on the page (BreadcrumbList, Organization, WebPage) and a sitemap, but the score is capped by what is missing: an llms.txt file, a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 2.1/10, Rose Refractory Service, Inc. - is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Rose Refractory Service, Inc. -
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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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/roserefractory
Cite this score: Engagemii (2026). "AEO Score for Rose Refractory Service, Inc. -." Retrieved from https://engagemii.com/aeo/brands/roserefractory
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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