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AI Visibility Scorecard
openknowledge.worldbank.org · Nonprofits
Well-positioned for AI search. The breakdown below shows where Open Knowledge Repository is still leaving points on the table.
AI engines read this profile 3 times
Claude · Meta AI
#545 of 624,304 in Nonprofits for AI visibility
7.3
/10
AEO Score
from our crawl and measurement
Open Knowledge Repository is in our directory. To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.3 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
AI crawlers have visited the site 2 times in our tracking, so the engines are already looking.
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
1
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
1
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
1
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
7
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
9
Press and news coverage.
Community
8
Forum and community discussion.
9
Reddit mentions and discussion.
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 7.3/10, Open Knowledge Repository has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Open Knowledge Repository
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Here's the moment that happens on nonprofit websites every single day.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/openknowledge-worldbank-org
Cite this score: Engagemii (2026). "AEO Score for Open Knowledge Repository." Retrieved from https://engagemii.com/aeo/brands/openknowledge-worldbank-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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