In your experience with GenAI, how has refining a prompt drastically changed the output quality?

In my experience managing product development, refining a prompt is the difference between receiving generic boilerplate and a highly actionable deliverable. Early on, I asked a GenAI tool to simply draft user stories for a new onboarding flow, which yielded broad, unusable statements that lacked technical depth. By iterating and refining the prompt to specify the exact target persona, mandate the standard user story format, require strict acceptance criteria for our engineering team, and provide a clear example of a successful past ticket, the output transformed completely. The model went from producing high-level fluff to generating a structured, edge-case-aware backlog that immediately accelerated our sprint planning and aligned perfectly with our strategic goals.

Refining the prompt helps to narrow the result to the specific required information