#558,483 OF 818,227 IN NONPROFITS
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AI Visibility Scorecard
Documentary First
docfirstpod.com · Nonprofits
Borderline visible. AI bots can crawl Documentary First, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#558,483 of 818,227 in Nonprofits for AI visibility
4
AEO Visibility
iBorderline · 4/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About Documentary First
from our crawl and measurement
Documentary First is one of the businesses we track in the Nonprofits space. When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (Organization, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
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
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 4/10, Documentary First is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to Support a Project?
Documentary First is proudly fiscally sponsored by Living Stories Ltd, a 501(c)(3) nonprofit dedicated to supporting meaningful storytelling. If you'd like to make a tax-deductible donation to support one of our films, please visit their website and designate your contribution to "Documentary First" or through the projects respective page. Support A Project
Is this your brand?
The exact fixes for Documentary First
Which AI engines already crawl you
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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 September 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/docfirstpod
Cite this score: Engagemii (2026). "AEO Score for Documentary First." Retrieved from https://engagemii.com/aeo/brands/docfirstpod
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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