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AI Visibility Scorecard
Institute for Collaborative Working
instituteforcollaborativeworking.com · Membership Organizations
Somewhat visible. AI bots can read Institute for Collaborative Working, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Apple Intelligence · ChatGPT
#8,410 of 81,613 in Membership Organizations for AI visibility
5.9
/10
AEO Score
About Institute for Collaborative Working
from our crawl and measurement
Institute for Collaborative Working is a business whose own site puts it this way: "The new Playbook for UK purchasing authorities is now available, offering practical guidance on sourcing collaborative solutions from trustworthy suppliers." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.9 out of 10, readable in places and missing in others.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including Applebot (Siri) and GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.9/10, Institute for Collaborative Working has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Institute for Collaborative Working
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/instituteforcollaborativeworking
Cite this score: Engagemii (2026). "AEO Score for Institute for Collaborative Working." Retrieved from https://engagemii.com/aeo/brands/instituteforcollaborativeworking
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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