RAG Security
Your Knowledge Base Is Your New Attack Surface
We harden RAG pipelines end-to-end: ingestion, embedding, retrieval, and chunk-level access control.
Audit My RAGRAG Risks We Eliminate
Knowledge Base Poisoning
Adversarial documents planted in the corpus to manipulate retrieval and steer model answers toward attacker goals.
Data Leakage
Sensitive chunks surfaced across tenants or user roles because retrieval ignored access boundaries.
Sensitive Document Exposure
PII, contracts, credentials and IP indexed without classification or redaction reaching end users.
Retrieval Manipulation
Crafted queries that game the embedding space to surface documents the user should never see.
Unauthorized Access
Missing row-level security on the vector store, missing identity propagation, broken multi-tenant isolation.
Indirect Prompt Injection via Chunks
Hostile instructions inside retrieved documents that hijack the model the moment they enter context.