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All workLLM / RAG

Private AI Knowledge Assistant

A private document-based AI assistant that allows organizations to interact with their internal knowledge.

  • AnythingLLM
  • RAG
  • Local LLMs

Status — Internal build

The problem

Internal knowledge is scattered across documents, and many organizations cannot send that material to third-party model providers.

What we built

A retrieval-augmented assistant that indexes internal documents and answers questions with citations, deployable against local models so data stays inside the organization.

Approach

  • Document ingestion, chunking and embedding
  • Retrieval with citation of the source passages
  • Local model option for data-sensitive deployments
  • Access scoping per document collection

Capabilities

  • Document Q&A with citations
  • Private / local deployment
  • Collection-level access control
  • Incremental re-indexing

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