You're head of product at a mature music streaming service. Where should AI go in the product over the next two years?

A portfolio question for a company that already uses machine learning everywhere. Strong answers find where generative AI changes what users can do, not just how recommendations are computed, and weigh it against costs to artists and licensing.

Updated Oct 2026 · Original practice questions with worked answers and teaching rubrics. Our editorial policy explains the sources, review process and limits.