AI Visibility Scorecard
roses
roses-reporting.com · Food & Beverage
Borderline visible. AI bots can crawl roses, 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 6 times
Meta AI · Apple Intelligence · Claude · ShapBot
#45,461 of 1,392,203 in Food & Beverage for AI visibility
<1
5
AEO Visibility
iBorderline · 4.6/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About roses
from our crawl and measurement
roses is a business whose own site puts it this way: "ROSES are reporting standards for environmental systematic reviews and maps, improving quality, reproducibility, and research transparency." When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
On its own pages the site does well on a clear heading structure and crawler access and the files AI engines look for. It is passable on a partly stated business identity and partial sitemap and link coverage. What holds it back is structured data describing the business and credibility markers like credentials or reviews.
Off the page, 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. None of that can be fixed on the page: it has to be earned.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Strong
Inbound links from other sites.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.6/10, roses is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to use ROSES?
forms for review protocols and final reports, along with detailed guidance on how to use the forms and how they were developed and published.This website and the ROSES initiative is relevant for anyone conducting or reviewing a systematic review or systematic map.
Is this your brand?
The exact fixes for roses
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/roses-reporting
Cite this score: Engagemii (2026). "AEO Score for roses." Retrieved from https://engagemii.com/aeo/brands/roses-reporting
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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