About vidfora · our mission
Take the guesswork out of what to make next
vidfora is the research layer for serious YouTube creators. We turn millions of public videos into a signal you can act on — the ideas that genuinely broke out, and the tools to package your version.
View counts lie.
A video with 500K views sounds impressive — until you learn the channel averages 2 million. That's an underperformer. But 500K views on a channel that averages 50K? That's a breakout worth studying.
Most tools rank by raw views, which just rewards the channels that were already big. We built vidfora on a simple idea: score every video against its own channel's median, so the feed only shows the 1-in-10 videos that genuinely overperformed — regardless of who made them. That's the outlier score, and it's the foundation of everything we do.
Three rules we don't break
Relative, not raw
A video is only impressive next to its own channel. We score every upload against its channel's median for the same format — so breakouts surface no matter the subscriber count.
Evidence over opinion
Every recommendation traces back to a real video that actually overperformed. No vibes, no guru theories — just the ideas your audience already rewarded.
Research to publish
Finding the idea is half the job. We connect research to packaging — titles, thumbnails, and descriptions — so you can act on what you find in the same place.
Free to search · no credit card
Your niche's breakouts are already in the feed.
Start with the outlier database — it's free — and see what genuinely overperformed in your niche.