The most valuable thing a PM can get from vibe coding isn't the code — it's empathy for engineering constraints. When a PM has actually tried to build something and hit edge cases, error handling, and state management, their specs get dramatically better. That said, the worst outcome is a PM who vibe-codes a prototype and then treats it as a production baseline. The sweet spot is using it for throwaway explorations, not shippable artifacts.