AI Visibility Scorecard
The Circularity Library -
thecircularitylibrary.com · Finance & Insurance
Somewhat visible. AI bots can read The Circularity Library -, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#209,825 of 792,999 in Finance & Insurance for AI visibility
14
AI Naming Predictability
iRarely named · 14/100
5
AEO Visibility
iBorderline · 5.1/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About The Circularity Library -
from our crawl and measurement
The Circularity Library - is a business whose own site puts it this way: "The circularity library A Global Bank of What Works in Building Circular Systems Browse Case Profiles About Us We want to inspire possibility." 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 (BreadcrumbList, Organization, WebPage), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Good
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 5.1/10, The Circularity Library - has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for The Circularity Library -
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/thecircularitylibrary
Cite this score: Engagemii (2026). "AEO Score for The Circularity Library -." Retrieved from https://engagemii.com/aeo/brands/thecircularitylibrary
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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