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AI Visibility Scorecard
OpenSource Leadership Strategies
opensourceleadership.com · Nonprofits
Somewhat visible. AI bots can read OpenSource Leadership Strategies, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Apple Intelligence
#139,819 of 772,139 in Nonprofits for AI visibility
5.6
/10
AEO Score
About OpenSource Leadership Strategies
from our crawl and measurement
OpenSource Leadership Strategies, based in Durham, NC, describes itself simply: "CONNECT Select Page power to change OpenSource Leadership Strategies builds mindsets, skill sets, and tool sets for social progress." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.6 out of 10, readable in places and missing in others.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.6/10, OpenSource Leadership Strategies has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for OpenSource Leadership Strategies
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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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/opensourceleadership
Cite this score: Engagemii (2026). "AEO Score for OpenSource Leadership Strategies." Retrieved from https://engagemii.com/aeo/brands/opensourceleadership
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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