AI Visibility Scorecard
Collaboration Illusion
collaborationillusion.com · Education
Borderline visible. AI bots can crawl Collaboration Illusion, 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 1 times
Claude
#377,475 of 936,248 in Education for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Collaboration Illusion
from our crawl and measurement
Collaboration Illusion describes itself simply: "But we don't just explaining the why; through fiction-meets-facilitation storytelling, we share six principles and our proven tools that help teams think clearly, communicate honestly." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.
Under the hood there is an llms.txt file for AI models and a sitemap and a readable heading structure, but the score is capped by what is missing: structured data describing the business.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Good
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 4.9/10, Collaboration Illusion is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Collaboration Illusion
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 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/collaborationillusion
Cite this score: Engagemii (2026). "AEO Score for Collaboration Illusion." Retrieved from https://engagemii.com/aeo/brands/collaborationillusion
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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