Use Case
Secure RAG and enterprise knowledge assistants
Retrieval-augmented generation makes your documents searchable by anyone who can type a question. That is powerful, and it is risky.
Key risks
- Users retrieving documents they are not authorized to see
- Poisoned documents carrying hidden instructions
- Sensitive data embedded in vector stores without classification
- Answers not grounded in source material
The Soteria approach
Permission-aware retrieval
Enforce source-system ACLs at retrieval time so answers only use content the user may access.
Guard →Ingestion scanning
Detect injected instructions and sensitive data before documents are embedded.
Guard →RAG poisoning tests
RedTeam plants adversarial documents to measure how resilient your pipeline is.
RedTeam →Typical outcomes
Knowledge assistants roll out company-wide without exposing HR, finance or legal content to the wrong people, and with measurable answer quality.