“A quick jump-cut video that sets up a contrarian tech-culture joke on-screen before transitioning to a screen recording showing a customized profile to prove the point.”

This silent ugc TikTok post pulled 261K views - 40× what the account typically does (~6.5K 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 (23.5% weighted), measuring how hard the post moved viewers to save, share, and comment - the actions that signal real intent, weighted heaviest.