Knowledge Systems
Company knowledge, engineered to be usable.
Knowledge infrastructure and retrieval (RAG) that grounds AI systems in your organisation's actual documents and facts.
Engaged through
- Custom systems engineeringfrom $15k
- Productized systems$5k–$40k+
- Arvanord Ops coveragemonthly
Approach
Retrieval-augmented generation is easy to install and hard to make trustworthy. The difference is engineering: chunking strategy, metadata, permissions, freshness, contradiction handling and citations.
We build knowledge layers that know what they know — and say when they don't.
What this includes
- Knowledge architecture & ingestion
- Permission-aware retrieval
- Citation and grounding policies
- Freshness and update pipelines
- Quality evaluation for retrieval
Related capabilities
Often engineered together.
Systems are rarely one discipline. These capabilities most often share an architecture with knowledge systems.
Next step
Engineer knowledge systems into your operations.
Every system starts with the same first step: understanding the work.