How do you design prompt A/B testing systems at scale?

Prompt A/B testing systems compare multiple prompt versions using live traffic and evaluate performance using metrics and user feedback.

Prompt A/B testing routes user requests between different prompt versions and measures outcomes like engagement, accuracy, latency, and satisfaction. Traffic splitting must be controlled and statistically valid. Results are continuously monitored to decide which prompt becomes the new production version.