Sensitive information can enter or emerge from prompts, model responses, agents, tools, logs, and connected systems. AI engineers, developers, and security teams examine how disclosure happens and how to assess and reduce exposure across a GenAI application. Practical examples address architecture, observability, and defensive techniques teams can evaluate when designing and operating these systems.