Publications

Five full-length Knovium articles with translations, sources, tables, and charts for evaluating enterprise RAG before a pilot.

Enterprise archive documents connected to an AI answer with sources

Knovium article

From archive search to source-grounded answers

How enterprise RAG turns archives into verifiable answers with citations, pages, and document chains.

Read article

Knovium article

Why corporate archives need GraphRAG

Flat retrieval works until the question depends on one document. Real enterprise archives are networks: an asset is linked to a passport, defect report,...

Read article

Knovium article

PDF, OCR, and tables: where enterprise RAG breaks

Enterprise RAG often fails before the model sees the context. Noisy scans, merged table cells, and engineering layouts can turn a precise document into...

Read article

Knovium article

How to measure RAG quality before a pilot

A RAG pilot cannot be judged by fluent answers alone. It needs a matrix: correct document found, citation valid, answer complete, unsupported claims abs...

Read article

Knovium article

A secure AI layer over corporate documents

Enterprise RAG touches contracts, personal data, technical schemes, and internal decisions. Security starts with access architecture, audit logs, and go...

Read article