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Architecting Enterprise RAG Systems & Document Intelligence with LLMs

ISTROLABE AI LabAugust 5, 20267 min read

How to build production-grade Retrieval-Augmented Generation and document extraction systems that protect proprietary data.

Generative AI delivers its highest return on investment when connected directly to an organization’s internal documents, contracts, technical manuals, and ERP records.

Retrieval-Augmented Generation (RAG) solves model hallucinations by retrieving verified semantic chunks from vector databases like pgvector before generating an answer with strict source citations.

Implementing role-based access control (RBAC) at the document chunk level guarantees that employees and customers only receive answers synthesized from records they are authorized to access.

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