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AI Visibility Scorecard
Fred Ross Project
fredrossproject.org · Nonprofits
Somewhat visible. AI bots can read Fred Ross Project, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#270,005 of 761,426 in Nonprofits for AI visibility
5.1
/10
AEO Score
About Fred Ross Project
from our crawl and measurement
"Fred Ross Sr.’s groundbreaking organizing efforts carried on and expanded upon by his son Fred Ross, Jr., improved the lives and livelihoods of thousands by focusing on systemic change." That is how Fred Ross Project introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
2
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
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
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 5.1/10, Fred Ross Project has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Fred Ross Project
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fredrossproject-org
Cite this score: Engagemii (2026). "AEO Score for Fred Ross Project." Retrieved from https://engagemii.com/aeo/brands/fredrossproject-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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