Prompt Engineering for Enterprise AI — Full Prompt System Design

I will design a complete prompt system for your enterprise AI application — covering a prompt architecture that serves multiple use cases from a shared prompt management system, dynamic prompt assembly from modular components, prompt versioning and A/B testing infrastructure, a governance process for prompt review and deployment approval, and a quality monitoring system tracking prompt performance in production. Enterprise AI applications with multiple use cases need a prompt system rather than a collection of independent prompts — modular prompt components that are combined dynamically for different use cases, a versioning system enabling controlled deployment of prompt changes, and a monitoring system that detects prompt performance degradation before it impacts users.

The system covers modular prompt component library, dynamic assembly logic, versioning with deployment approval, A/B testing infrastructure, production quality monitoring, and governance documentation for prompt change management.