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AI Visibility Scorecard
Red River Limited
redriverboxes.com · E-commerce
Borderline visible. AI bots can crawl Red River Limited, 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 1 times
Apple Intelligence
#244,178 of 525,458 in E-commerce for AI visibility
4.6
/10
AEO Score
About Red River Limited
from our crawl and measurement
"We offer a wide variety of boxes manufactured from high quality materials at affordable prices. We have boxes for commercial or personal needs, from storage and shipping boxes, to those." That is how Red River Limited of Kingston introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.
On the page itself the strengths are clear: a clearly stated business identity. It is passable on some structured data, a workable page structure and basic crawler access. What holds it back is credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
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 site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
9
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
6
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 4.6/10, Red River Limited is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Red River Limited
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The $4.6 Trillion Problem Every E-Commerce Brand Ignores
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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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/redriverboxes
Cite this score: Engagemii (2026). "AEO Score for Red River Limited." Retrieved from https://engagemii.com/aeo/brands/redriverboxes
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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