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AI Visibility Scorecard
coldharbourmill.com · E-commerce
Borderline visible. AI bots can crawl Coldharbour Mill, 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
#283,879 of 605,274 in E-commerce for AI visibility
4.5
/10
AEO Score
from our crawl and measurement
Coldharbour Mill describes itself simply: "British textiles and wool yarn produced on heritage machinery at Coldharbour Mill in Devon." When AI engines look at it, they find little to work with. It scores 4.5 out of 10.
On its own pages the site does well on a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a partly stated business identity. What holds it back is credibility markers like credentials or reviews and structured data describing the business.
Off the page there is only faint evidence that only a handful of 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. None of that can be fixed on the page: it has to be earned.
It does link out to several social profiles, which helps engines tie the brand together.
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
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.
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 4.5/10, Coldharbour Mill is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Coldharbour Mill
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/coldharbourmill
Cite this score: Engagemii (2026). "AEO Score for Coldharbour Mill." Retrieved from https://engagemii.com/aeo/brands/coldharbourmill
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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