What metrics should you track for prompts in production?

Track output quality through automated evals or LLM-as-judge, latency including time to first token, token cost per request, error rates including parse failures and refusals, user satisfaction through feedback signals, and rate of edge cases or unexpected inputs. Set alerts on regressions to catch prompt drift before users complain.