#59,241 OF 266,887 IN MANUFACTURING & INDUSTRIAL
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AI Visibility Scorecard
Cambridge Life Sciences
clsdiagnostics.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Cambridge Life Sciences, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#59,241 of 266,887 in Manufacturing & Industrial for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About Cambridge Life Sciences
from our crawl and measurement
Cambridge Life Sciences is a business whose own site puts it this way: "A trusted UK manufacturer delivering innovative diagnostic solutions worldwide. ISO 13485:2016 certified, specialising in autoimmune, infectious and therapeutic testing." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
Our crawl found structured data on the page (BreadcrumbList, WebSite, Organization), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
Strong
Recognized in AI knowledge graphs.
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 5.3/10, Cambridge Life Sciences has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Cambridge Life Sciences
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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 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/clsdiagnostics
Cite this score: Engagemii (2026). "AEO Score for Cambridge Life Sciences." Retrieved from https://engagemii.com/aeo/brands/clsdiagnostics
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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