AI Visibility Scorecard
Wesley Coe (Cambridge) Ltd - Medical Device Manufacturer UK
wesleycoe.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Wesley Coe (Cambridge) Ltd - Medical Device Manufacturer UK, 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 4 times
Meta AI · ShapBot
#71,106 of 269,181 in Manufacturing & Industrial for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Wesley Coe (Cambridge) Ltd - Medical Device Manufacturer UK
from our crawl and measurement
Wesley Coe (Cambridge) Ltd describes itself simply: "Medical device manufacturer, assembly and packaging specialists, Wesley Coe (Cambridge) Ltd., have a long standing reputation for offering competitive customer solutions." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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
Weak
No inbound links found yet.
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 4/10, Wesley Coe (Cambridge) Ltd - Medical Device Manufacturer UK is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Wesley Coe (Cambridge) Ltd - Medical Device Manufacturer UK
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/wesleycoe
Cite this score: Engagemii (2026). "AEO Score for Wesley Coe (Cambridge) Ltd - Medical Device Manufacturer UK." Retrieved from https://engagemii.com/aeo/brands/wesleycoe
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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