How do you manage prompt lifecycle in large-scale LLM systems?

Prompt lifecycle management includes creation, versioning, testing, deployment, monitoring, and rollback of prompts.

Prompts are treated like production artifacts. Their lifecycle includes design, version control, A/B testing, deployment to production, performance monitoring, and rollback if degradation occurs. Prompt registries track metadata like cost, latency, and success rate for each version.