Why is Reranking important in production AI systems?

It can improve precision by applying deeper query-document relevance scoring after a fast first-stage search. 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.