DistributionProven Pattern

Systematize viral content creation through combinatorial testing of modular components

Instead of creating one-off videos hoping for virality, create batches of modular content components (hooks, main parts, endings) and systematically combine them. For example, 3 hooks × 5 main parts × 3 endings = 45 unique videos. Test all combinations, identify winning patterns, then remake successful concepts repeatedly.

When to use

When building organic content distribution strategy for short-form platforms. Especially when you have a content creator partner or team. After you've validated the channel works with initial manual tests.

Don't do this

Creating unique one-off videos without systematic testing. Treating content as art rather than science. Giving up after a few videos don't go viral instead of running volume tests.

3 Founders Who Did This

1
Rummerby Ure

Co-founder creates 5-10 hook ideas, then films multiple combinations of hooks, main parts, and endings. When a concept works, they keep remaking the same concept

Result:200M organic views by systematically testing combinations to identify viral formats
Read full story →
2
Jenny AIby David Park

Created 'POV: you have an essay due' series where 80% remained identical (realization + running to Jenny AI), varying only the first 10 seconds (sleeping vs walking dog vs at restaurant). Posted 2x/week for 6 months using this modular approach

Result:Hundreds of millions of views, tens of thousands of paid users, and over $500K in revenue from systematically testing combinations of one viral format
Read full story →
3
Jenni AIby David Park

Created 'POV: you have an essay due' series keeping 80% identical, varying only first 10 seconds. Posted 2x/week for 6 months with modular components

Result:300+ million views, tens of thousands of paid users, $500K+ revenue from single concept
See Jenni AI growth story →