Open Knowledge Format (OKF)
A knowledge layer for production-grade RAG systems, and where it actually reduces hallucination.
Many AI projects stay a demo. We build AI systems that run in production, with a focus on RAG.
Microsoft, open source, or something of your own.
Contracts, policies, tickets, emails: it all exists, but spread across SharePoint, file servers, CRM, and half a dozen tools. What you need right now, you still can't find.
ChatGPT barely helps: it doesn't know your internal documents and often isn't allowed to see them for compliance reasons. And low-code builders break the moment things get serious.
The answer is Retrieval Augmented Generation (short: RAG): an AI-based method that looks things up in your own documents and gives sourced answers.
But few RAG prototypes make it from test to real operation. That's exactly our work.
From zero to RAG prototype in three days.
Evolutionary, from naive to modular RAG: hybrid search, reranking, evaluation with Ragas. You build it yourself and learn to weigh stacks neutrally.
We built our own RAG architecture.
That's why we master any stack: Microsoft (Copilot, Azure AI Search, Fabric), ready-made platforms (Vespa.ai, Qdrant …) or fully tailored. Connector system, chunking, RBAC, model- and infrastructure-agnostic.
The natural next step on a RAG foundation.
Inbox processing, contract analysis, ticket pre-classification: use cases that build on a solid RAG foundation and deliver measurable ROI.
Assess claims faster, policy knowledge instantly on hand.
Search client files in seconds, deadlines tracked automatically.
Listings, contracts, and market data on demand.
Care pathways, compliance, and guidelines within reach.
A knowledge layer for production-grade RAG systems, and where it actually reduces hallucination.

Why chunking strategy decides between production-grade and demo toy.

Getting DATEV data into AI agents safely, with audit trail and client separation.
A free initial call: we'll look at your use case, assess feasibility honestly, and tell you whether and how RAG pays off for you.