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AWS introduced the Adjudicated Query pattern, which pairs the Amazon Quick chat agent with a bounded MCP server over a deterministic rules engine to deliver provably complete, defensible compliance answers when sweeping thousands of leases.

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Amazon Quick and the Adjudicated Query Pattern for Auditing Thousands of Leases

What AWS announced

FAQ

What is the Adjudicated Query pattern?

It is an architecture pattern that pairs the Amazon Quick chat agent with a bounded MCP server running over a deterministic rules engine, so answers are adjudicated by predefined rules rather than probabilistic generation.

How does it differ from using a general-purpose LLM for compliance?

General LLMs may produce unverifiable answers, whereas this pattern relies on a deterministic rules engine that ensures every answer is grounded in specific, auditable rules.

Can MENA enterprise teams adopt this now?

Yes. A reference architecture and a deployable AWS CDK sample are available, letting engineering teams adapt the pattern to use cases like contract review and regulatory compliance.

What use case does the source highlight?

Sweeping thousands of leases for compliance, an example that generalizes to any process requiring complete, defensible review.

Source: AWS Machine Learning

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