Why is LLM observability and cost control important in production AI systems?

It helps teams diagnose failures, control spend, identify slow paths, and compare model or prompt changes. 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.