Please submit your answers by emailing them to sahil@gumroad.com in a new thread. You should link to an external Notion or Google doc. We expect you to spend a few hours on this, producing a few hundred lines of English and code to showcase your talent.


Gumroad Discover is not personalized using prior search/purchase history, nor does it use fancy neural nets to make better recommendations. Explain, via a Notion or Google doc, how you would approach using your background in ML to improve discovery on Gumroad, including on:

Start with what you see as low-hanging fruit within the Gumroad product before moving up to implementing more recent advancements in deep neural nets.

Creating value quickly for our creators is key.

Must-dos include:

A good response shows off your ability to: