Virality scoring, Hook, Flow, Value, Trend

Every clip is scored out of 100 across four axes: Hook, whether the opening stops a scroll; Flow, whether it holds together; Value, whether it says something; Trend, whether the subject travels.

The number is a ranking tool, not a verdict. It is useful because the clips you keep score consistently higher than the ones you ignore, which is the only validation that matters, and it is the one we track.

A high score on a clip you would not post means the scoring is wrong about that clip, not that you are. Those are the cases we look at.