AI Visibility Scorecard
Collaborative Data Patterns
collaborative-data.theodi.org · Technology
Somewhat visible. AI bots can read Collaborative Data Patterns, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#845,577 of 2,704,685 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Collaborative Data Patterns
from our crawl and measurement
"This guidebook helps people design and run projects that involve the collaborative maintenance of data." That is how Welcome to the patterns catalogue introduces itself. Its AI visibility score is 5.1 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 (WebSite), a sitemap and a readable heading structure. It is missing 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
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Good
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
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Good
Forum and community discussion.
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 5.1/10, Collaborative Data Patterns has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is collaborative maintenance?
When individuals, organisations and communities work together to collect and maintaining shared data assets this is described as collaborative data maintenance.
Is this your brand?
The exact fixes for Collaborative Data Patterns
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Collaborative Data Patterns.
Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/collaborative-data-theodi-org
Cite this score: Engagemii (2026). "AEO Score for Collaborative Data Patterns." Retrieved from https://engagemii.com/aeo/brands/collaborative-data-theodi-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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