Data Sanitization
Before sending data to any LLM (even private ones), PII (Personally Identifiable Information) must be redacted. We implement automated masking layers at the ingestion point.
Vector Database ACLs
Access Control Lists must be maintained at the vector level. A user should only be able to retrieve context from documents they have permissions to view in the original source system.
Hallucination Guardrails
We use validation chains to verify LLM outputs against the retrieved context. If a response cannot be grounded in the provided data, the system is programmed to acknowledge uncertainty rather than hallucinate.
Was this article helpful?
Have feedback? Let us know.