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AI Visibility Scorecard

Video Dev

Video Dev

Unclaimed

video-dev.org · Nonprofits

Somewhat visible. AI bots can read Video Dev, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 2 times

Claude

#240,413 of 624,296 in Nonprofits for AI visibility

5.1

/10

AEO Score

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About Video Dev

from our crawl and measurement

Video Dev describes itself simply: "A community for video engineers with a focus on open source." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.

The page falls short on a heading structure that lays out what it offers, a clearly stated business identity, sitemaps and entity links AI can follow, structured data describing the business, credibility markers like credentials or reviews and the technical files AI engines look for, such as llms.txt or an open robots.txt.

Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established and there is little discussion of it. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 14 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Nonprofits
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

3

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

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

2

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

10

Inbound links from other sites.

Domain Trust

4

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

1

Forum and community discussion.

Reddit

0

No Reddit mentions 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, Video Dev has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Video Dev

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Video Dev: Nonprofits & Giving

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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/video-dev-org

Cite this score: Engagemii (2026). "AEO Score for Video Dev." Retrieved from https://engagemii.com/aeo/brands/video-dev-org

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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