AI Visibility Scorecard
Collabring
collabring.com · Education
Somewhat visible. AI bots can read Collabring, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 10 times
Meta AI · Claude · Apple Intelligence
#242,427 of 936,906 in Education for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Collabring
from our crawl and measurement
Collabring, based in Singapore, 02, describes itself simply: "Collabring examines how healthcare implementation actually works in practice: how care is delivered within real-world settings, how it varies across contexts, and how it performs across." Its AI visibility score is 5.3 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
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
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 5.3/10, Collabring has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Collabring?
Healthcare innovation only creates value when it is successfully implemented. Impact depends on how effectively ideas are translated into practice within complex, real-world systems. Collabring works at this critical interface between innovation and delivery. We do not deliver generic consulting.
Is this your brand?
The exact fixes for Collabring
Which AI engines already crawl you
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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 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/collabring
Cite this score: Engagemii (2026). "AEO Score for Collabring." Retrieved from https://engagemii.com/aeo/brands/collabring
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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