“A hidden-trap reveal hook you can use to market an education app - show a student discovering invisible prompt injection text inside an assignment after writing their paper.”

Handler logged this silent ugc post at 1M views, a jump of 343x over the account's median. The Outlier score is exactly that jump, and with 2.9K views being ordinary for this account the breakout stands well clear of its own baseline. That is the bar every post in this library has cleared.

Saves and shares carry the most weight in a Pull score, and this post's landed at 3/5 (3.8% weighted). It promotes An AI humanizer and study assistant tool. Pull is the intent side of the two scores - a post can rack up views and still convert nothing, so Handler tracks reach and Pull as separate reads.

Underneath the two scores sit the actual counts - 34K likes, 196 comments, 293 shares, and 613 saves - the raw engagement Handler reads to place the post in its niche.

Its 1M views run about 8.1x the median of recent education outliers in the library. That reach multiple ranks in the top 19% of the 741 education outliers we currently track. Its Pull score sits in the top 94% of that same set.

Likes led the raw counts, though saves and shares are what move Pull hardest. Silent UGC makes up 25% of recent education outliers in the library.