How would you measure whether a coding agent is genuinely helpful to engineers?

Instruction: Explain how you would judge real usefulness rather than demo value.

Context: Checks whether the candidate can explain the core concept clearly and connect it to real production decisions. Explain how you would judge real usefulness rather than demo value.