The Outlier Playbook pulls the real top performers for a niche or your competitors straight from YouTube and scores one channel's uploads against its own baseline. Score Topics rates a list of topics across seven dimensions so you only make what scores well.
Niche keyword or competitor channels, then Find Real Top Performers: view counts from YouTube, outlier scores calculated by VideoCore. Map the whole niche crawls deeper while the page is open; Map adjacent niches looks one field over. A niche scan costs a little daily quota.

Below: one channel's recent uploads against its own rolling baseline, the same maths as the Lens badges, then a reading of why the breakouts worked. Real view counts, measured multipliers.

Give it a list of topics, or Score from Last Scan. Each gets a composite out of 100 across demand, competition, channel fit, monetisation and more, with the verdict chips: YES or ABSORB, evergreen, the channel-fit score. Filter by minimum score and status. Convert the good ones to briefs.

A topic is scored against your own channel's fit and the field's competition, from measured data, so the score changes when the field does and you can see which dimension moved it.