For creator teams
Find what's breaking out.
Write what's next.
Breakout scans any niche for videos beating their own channel's baseline, turns the patterns into ranked ideas, and puts your whole team in one live script — with an AI editor that has seen the evidence.
Email + password. No verification, no card.
Channel uploads, last 25
13.7דPro barista with a $400 machine vs beginner with $30,000”
3.7M views · channel median 91K — this is the one to learn from.
How it works
Three rooms, one line from signal to script
Spot the outliers
Scan your tracked channels or any niche. Every video is scored against its own channel’s median — so a 40K-view hit on a small channel outranks a 2M-view underperformer on a big one.
Turn patterns into ideas
Pick the outliers worth learning from and the AI derives original, ranked ideas — titles, hooks, thumbnail concepts — each linked back to the videos it came from. Or just type your own into a bucket.
Write it together
A live multiplayer script — cursors, presence, comments. Draft with AI, select any line and ask for a rewrite, run a retention critique. The AI keeps the source outliers in view the whole time.
Baselines, not view counts
Raw views reward big channels. Breakout measures how far a video beat its own channel’s normal — the honest signal of an idea that travels.
The AI has seen the evidence
Ideas carry links to the outliers they came from, and the script AI drafts with those videos in scope. No generic advice — it argues from the data.
Actually multiplayer
Not autosave-and-pray. Live cursors, presence, and comments in every script, so your writer, editor, and talent work one document at the same time.
Your next video is already out there.
Someone in your niche just broke their baseline. Find out why, and write yours before everyone else copies it.
Start scanning — it's free