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Technical infrastructure

A hybrid RAG architecture combining BM25 keyword search with dense vector retrieval. Vector storage on Milvus or Qdrant, automated change-data-capture pipelines, and row-level security integration.

Core capabilities

  • Full compliance with Active Directory and LDAP authorisation: a user only ever gets answers from documents they are allowed to see.
  • Document versioning and real-time data synchronisation.
  • A transparent citation mechanism so every answer can be verified against its source document and page.

Target sectors

Finance, banking, law, insurance, defence.

OpenAIGeminiAnthropicWindows 365Amazon S3Google BusinessKimiGrokLLMOpenAIGeminiAnthropicWindows 365Amazon S3Google BusinessKimiGrokLLM