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AI Visibility Scorecard
code4lib 2021
2021.code4lib.org · Nonprofits
Somewhat visible. AI bots can read code4lib 2021, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#85,251 of 626,060 in Nonprofits for AI visibility
5.8
/10
AEO Score
About code4lib 2021
from our crawl and measurement
"Skip to main content Toggle navigation Home Schedule Speakers Sponsors General Info Conduct & Safety code for lib 2021 Code4Lib 2021 March 22 - 26 • Online image attributions...." That is how code4lib 2021 introduces itself. Its AI visibility score is 5.8 out of 10: the engines can find it, but they do not have much to hold on to.
The site gets some of it right: it has a readable heading structure, substantial page content. What holds it back is what is absent, including structured data describing the business, an llms.txt file, a sitemap.
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
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
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
0
No inbound links found yet.
Domain Trust
5
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
0
No press coverage found yet.
Community
6
Forum and community discussion.
0
No Reddit mentions 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 5.8/10, code4lib 2021 has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for code4lib 2021
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/2021-code4lib-org
Cite this score: Engagemii (2026). "AEO Score for code4lib 2021." Retrieved from https://engagemii.com/aeo/brands/2021-code4lib-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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