Why is Embeddings important in production AI systems?

They enable semantic retrieval when user wording differs from the wording in source documents. 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.