Recommendation velocity

Recommendation velocity in the first 24–48 hours is the cleanest signal of breakout potential. A flat velocity curve means the video is unlikely to break out without intervention.

Velocity is driven by hook rate, CTR, and session contribution. None of the three alone is sufficient.

Channels with consistent velocity across uploads tend to compound far faster than channels with one breakout per quarter.