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Rethinking access control for RAG with Amazon Quick and Amazon Bedrock

Machine Learning Blog



This article explains how Amazon Quick and Amazon Bedrock Knowledge Bases solve enterprise RAG security challenges through real-time access control list (ACL) enforcement.

  • Traditional replicate-and-filter approaches create security gaps due to stale permissions and incorrect ACL mapping across data sources
  • Two-stage architecture combines pre-retrieval ACL filtering with real-time verification against authoritative sources like Google Drive
  • Real-time checks verify user permissions directly with source systems at query time, excluding unauthorized documents from LLM context
  • Delivers always-current permissions, confidence to scale, and reduced operational burden compared to periodic sync approaches
  • Mondelēz International deployed Amazon Quick for 35,000+ employees across four regions with this security model

Real-time ACL enforcement ensures AI responses only include content users are authorized to access, addressing a critical enterprise security requirement.



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