Enterprise RAG assistant over policy & claims documents by Marian GolubencoEnterprise RAG assistant over policy & claims documents by Marian Golubenco

Enterprise RAG assistant over policy & claims documents

Marian Golubenco

Marian Golubenco

Insurance · Knowledge Assistant

Enterprise RAG assistant over policy & claims documents

Azure OpenAIAzure AI SearchKnowledge graphMongoDBFastAPI
Challenge — An EU insurer's staff spent hours searching scattered policy documents and internal knowledge for answers.
Solution — A retrieval-augmented chat assistant combining vector search, a knowledge graph, and guardrails — grounded answers with citations, served through a clean chat UI.
Result — Employees get cited, document-grounded answers in seconds instead of manual search across systems.
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Posted Oct 3, 2026

RAG chat assistant combining vector search and a knowledge graph to deliver cited, document-grounded answers to insurer staff in seconds.