“A short reaction clip pairing a physical payoff of a DoorDash cake with a lip-synced comedic audio mimicking a parent panicking over online friendships.”

This silent ugc TikTok post pulled 317K views - 589× what the account typically does (~538 views on a normal post). That gap is what Handler calls an outlier: the breakout came from the content's structure, not the account's size.

Engagement pull sits at 5/5 (27.9% weighted), measuring how hard the post moved viewers to save, share, and comment - the actions that signal real intent, weighted heaviest.