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AI Visibility Scorecard
Rosie by CleanBotix
clean-botix.com · food production
Borderline visible. AI bots can crawl Rosie by CleanBotix, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#804,470 of 1,697,991 in Food & Beverage for AI visibility
4.4
/10
AEO Score
About Rosie by CleanBotix
from our crawl and measurement
"Video introducing the Rosie robotic sanitation platform." That is how Rosie by CleanBotix of Grand Rapids, MI introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
On the page itself the strengths are clear: structured data describing the business, a clear heading structure and a clearly stated business identity. It is passable on partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews and the technical files AI engines look for, such as llms.txt or an open robots.txt.
Off the page there is only faint evidence that only a handful of sites link to it and 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 business dates to 2025.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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 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 4.4/10, Rosie by CleanBotix is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Rosie by CleanBotix
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Rosie by CleanBotix.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/clean-botix
Cite this score: Engagemii (2026). "AEO Score for Rosie by CleanBotix." Retrieved from https://engagemii.com/aeo/brands/clean-botix
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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