Why is Metadata filtering important in production AI systems?

It improves relevance and is essential for authorization and multi-tenant isolation when used with server-side access controls. 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.