Clip Density

Clip density varies more by content format than by creator quality. Interview podcasts and panel discussions are dense — every few minutes someone says something quotable, controversial, or funny. Gaming streams are sparse — most of the runtime is gameplay with sparse commentary. Educational explainers land in the middle, with key concept moments spread across longer stretches of background detail.

Understanding clip density changes how you evaluate source channels. If you want to post 3 clips per day, you need a pipeline that consistently produces 21+ clips per week. A single low-density channel won't sustain that. You'd need multiple channels, or to shift toward higher-density formats.

The math also affects ROI. If a 3-hour stream yields only 2 clips, you're spending credits on 2+ hours of processing to get 2 posts. A 1-hour interview that yields 8 clips is dramatically more efficient.

AutoClip's scoring model surfaces the highest-value moments automatically, but it can't manufacture density that isn't there. The best clippers think about density at the channel-selection stage, not after they've already queued up a video and gotten back 2 clips for 3 hours of footage.