We chat with Allie about use of machine learning in product design over various product iterations, while highlighting the importance of striking a balance between personalization versus narrowing options down, all while keeping users engaged. In addition to her corporate job Allie shares about a nonprofit that she founded in Tel Aviv and a fun product she developed on a recent hackathon.