Why is Structured outputs and tool calling important in production AI systems?

They make LLM applications easier to integrate safely with APIs, databases, workflows, and downstream code. Its importance should be evaluated against concrete quality attributes such as reliability, maintainability, security, scalability, performance, and operational complexity rather than treated as an abstract rule.