“An interactive roleplay demo you can use to promote an education app - a creator uses a quirky physical action to initiate a humorous conversation with an AI language companion.”

An outlier is a post that beats the account's own baseline, and this app demo one did by 2x - 33K views where a normal post on the account lands near 17K. Reach on that scale is a signal about the post, not the audience size, which is exactly why Handler pulls it into the library instead of letting it scroll past.

The product behind the post is A language learning app. Pull came in at 5/5, 7.4% on the weighted scale - Handler's read on saves, shares, and comments, with saves and shares counted heaviest because they are the actions that carry a post into new feeds rather than just marking approval.

The counts behind those scores: 940 likes, 40 comments, 41 shares, and 318 saves. Saves and shares are weighted heaviest because they are the actions that carry a post into more feeds.

Its 33K views run about 0.3x the median of recent education outliers in the library. That reach multiple ranks in the top 92% of the 47 education outliers we currently track. Its Pull score sits in the top 83% of that same set.

Saves did the heaviest lifting on its Pull score - the action TikTok rewards most. App Demo is the most common breakout format among recent education outliers in the library, at 44% of them.