Validating RAG Answers Before User Sees

Enterprise RAG systems must validate model outputs after generation, checking spans, quotes, and formats against the input. The validator catches line numbers outside the input range, non-verbatim quotes, shape mismatches, and currency format errors. A "not found" result is a correct outcome that prevents hallucinated answers from reaching users.