Enterprise RAG touches contracts, personal data, technical schemes, and internal decisions. Security starts with access architecture, audit logs, and governance, not only prompts.
NIST AI RMF and ISO/IEC 42001 frame AI risk through roles, controls, monitoring, accountability, and continuous improvement.
Knovium should support private deployment, RBAC, request logging, retention policy, and source checks before answering.
The practical value of this article is that it turns a research topic into an implementation checklist. Before a pilot, the team can see which data is ready, which documents need preparation, where manual labeling is useful, and which risks should be closed before the model is connected.
It is important to separate source-supported facts from product conclusions. The sources describe methods, limits, and metrics; Knovium applies them to enterprise archives with access rights, scan quality, domain terms, response latency, and accountability for wrong conclusions.