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Sweep thousands of leases for compliance using Amazon Quick and the Adjudicated Query pattern

AWS Machine Learning Blog · Oct 02, 2026 · Engineering Insights

AWS Adjudicated Query pattern uses LLMs only for NL translation, not compliance decisions

“A law change is a rulebook row edit, not a code deployment.”

AWS introduces the Adjudicated Query pattern via Amazon Quick, which restricts LLMs to translating natural language into typed operations while a deterministic rules engine handles all pass/fail compliance decisions. This directly addresses the provability and defensibility gaps in RAG and text-to-SQL approaches for high-stakes domains like lease compliance, sanctions screening, and insurance adjudication. The pattern is notable for encoding a principled boundary on where AI is and is not trustworthy in enterprise workflows.

compliance-ai aws generative-ai design-patterns enterprise-ai hybrid-architecture

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