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Prompt Versioning & A/B Test

Prompts are code — git, version them, A/B test, keep rollback ready.

2 hours3 resources

Tools: Promptfoo, LangSmith, Helicone, PromptLayer, Langfuse. Version prompts in DB or repo, deploy in percentage rollouts, compare metrics.

Key metrics: accuracy, latency, token cost, user satisfaction, error rate.

Resources(3)