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AI Visibility Scorecard
The GNU Operating System and the Free Software Movement
gnu.org · Technology
Well-positioned for AI search. The breakdown below shows where The GNU Operating System and the Free Software Movement is still leaving points on the table.
AI engines read this profile 30 times
Meta AI · Claude · Apple Intelligence · Amazon Alexa
#5,324 of 2,656,624 in Technology for AI visibility
8
AEO Visibility
iVisible · 8/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
4
AI Adoption
iBasic · 4/100
About The GNU Operating System and the Free Software Movement
from our crawl and measurement
"Since 1983, developing the free Unix style operating system GNU, so that computer users can have the freedom to share and improve the software they use." That is how The GNU Operating System and the Free Software Movement introduces itself. Measured against the twelve signals AI engines rely on, it scores 8.0 out of 10, a strong showing.
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 11 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
2
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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
7
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
7
Press and news coverage.
Community
9
Forum and community discussion.
Social Mentions
9
Social discussion and mentions.
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 8/10, The GNU Operating System and the Free Software Movement has a working base to build on - fixable, and the signals above are where to start.
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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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/gnu-org
Cite this score: Engagemii (2026). "AEO Score for The GNU Operating System and the Free Software Movement." Retrieved from https://engagemii.com/aeo/brands/gnu-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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