Production Agentic AI systems can execute actions, access enterprise data, and interact with business applications. Without governance, validation, observability, and risk controls, these systems can introduce operational and compliance challenges. This article outlines practical strategies that help organizations improve reliability, accountability, and trust in production AI environments.