How do you A/B test prompts in production?

A/B test by routing a small percentage of traffic to a new prompt variant, logging both variants' outputs and outcomes, and comparing on metrics like user satisfaction, task completion, latency, and cost. Run tests long enough to reach statistical significance. A/B testing is essential because offline evaluations rarely predict real production behavior.