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AI Visibility Scorecard
Front Page — Free Software Foundation — working together for free software
fsf.org · Nonprofits
Somewhat visible. AI bots can read Front Page — Free Software Foundation — working together for free software, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 11 times
Claude · ChatGPT · Meta AI · Apple Intelligence
#1,649 of 775,175 in Nonprofits for AI visibility
7
AEO Visibility
iVisible · 7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
4
AI Adoption
iBasic · 4/100
About Front Page — Free Software Foundation — working together for free software
from our crawl and measurement
Front Page Free Software Foundation working together for free software describes itself simply: "Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search Info The Free Software Foundation (FSF) is a nonprofit with a worldwide mission to promote." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.0 out of 10.
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 9 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Meta AI.
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
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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
6
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
1
Press and news coverage.
Community
9
Forum and community discussion.
Social Mentions
7
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 7/10, Front Page — Free Software Foundation — working together for free software has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Front Page — Free Software Foundation — working together for free software
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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/fsf-org
Cite this score: Engagemii (2026). "AEO Score for Front Page — Free Software Foundation — working together for free software." Retrieved from https://engagemii.com/aeo/brands/fsf-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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