“A sleeping boyfriend jumpscare hook you can use to promote an entertainment app - hold a phone playing a creepy AI character whisper, then trigger a sudden scream to wake them.”

This other TikTok post pulled 450K views - 2× what the account typically does (~225K 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 (28.7% weighted), measuring how hard the post moved viewers to save, share, and comment - the actions that signal real intent, weighted heaviest. The product behind it: An AI avatar creation and chat app.