“A silent text-heavy niche comedy video where a creator expresses mock disbelief at her boyfriend coding manually without modern AI assistants.”

This text-heavy TikTok post pulled 27K views - 54× what the account typically does (~500 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 4/5 (5.3% weighted), measuring how hard the post moved viewers to save, share, and comment - the actions that signal real intent, weighted heaviest.