All work

Self-hosted document workspace

Knowledge & Document Software · Document Intelligence / RAG Workspace

Putting document extraction, cited RAG and AI writing inside a self-hosted workspace

The product is a self-hosted document and knowledge platform where users can process documents, extract structured information, retrieve knowledge through citation-backed RAG and use AI-assisted writing tools inside a deployment environment they control.

RAGDocument intelligencePrivate deployment

Document Intelligence / RAG Workspace

Knowledge Workspace

Where knowledge is organized and retrieved.

  • Document processing and extraction
  • Citation-backed RAG
  • AI writing and grammar
  • Self-hosted controlled deployment

Role-controlled access inside a self-hosted boundary.

Simplified view of what Datics built

The starting point

Organizations need AI over their private documents without handing them to a generic external assistant.

What had to change

Processing, retrieval and writing had to work together inside a controlled workspace.

What couldn't break

Authentication and document access boundaries had to carry through into retrieval.

Why this was hard

RAG quality depends on access control, citations, storage and deployment all lining up.

What Datics changed

Datics built a self-hosted workspace covering processing, extraction, cited retrieval and writing.

Document processing and extraction

Documents ingested and structured.

Citation-backed RAG

Retrieval that shows where an answer came from.

AI writing and grammar

Writing assistance inside the workspace.

Self-hosted controlled deployment

Runs inside the customer's own boundary.

How it works

Connects to: The workspace's own document and knowledge stores.

  1. 1

    Document Processing

    Where documents are ingested and extracted.

  2. 2

    Knowledge Workspace

    Where knowledge is organized and retrieved.

  3. 3

    AI Writing

    Where users draft with AI assistance.

Runs within: Role-controlled access inside a self-hosted boundary.

What changed

Extraction, retrieval and writing run over the organization's own documents inside a workspace it controls.

Deployment
Self-hosted workspace
Retrieval
Retrieval with citations
Scope
Extraction, retrieval and writing in one product

Under the hood

Datics role
AI and full-stack product engineering.
Integrations
The workspace's own document and knowledge stores.
Deployment
Self-hosted, containerized deployment.
Production boundary
Role-controlled access inside a self-hosted boundary.

Technology

Docker ComposePostgreSQL/pgvectorRedisMinIONginx

What this unlocked

The same permission-aware retrieval foundation can support deeper organizational knowledge workflows while keeping deployment under customer control.

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