I decided to empower product managers to run rapid, experiment‑driven problem framing, as illustrated by the 2006 LinkedIn recommendation engine that achieved the highest monetary engagement rate ever on the platform.
I often wonder what the most painful roles and responsibilities are for a successful product manager in the AI product development lifecycle.
I ask: “What is the most painful roles and responsibilities for a successful product manager in AI product development lifecycle”.

