The Adjudicated Query pattern separates generative AI chat interfaces from deterministic rules engines to ensure auditability. Amazon Quick handles user queries while a non-AI backend makes final pass/fail decisions on lease compliance. This architecture prevents hallucinations in high-stakes legal environments.