AWS proposes Adjudicated Query compliance pattern

On 2 October 2026, the AWS Machine Learning Blog published an article introducing the Adjudicated Query design pattern for checking the compliance of thousands of leases in bulk. Business users ask compliance questions in the Amazon Quick chat interface, while the actual adjudication is handled by a deterministic rules engine; the model only converts natural language into fixed-type operation calls and restates the results. The article says the pattern guarantees that "scanned = compliant + violating + uncertain + unreadable" through completeness receipts, and supports retrospective audit trails with versioned rule data. It is suited to high-risk scenarios such as lease compliance, sanctions screening and insurance claims.

Written by AI from the reports · updated 14 d ago