Why Your LLM Provider's Built-In Guardrails Are Not Enough
OpenAI, Anthropic, Google, and AWS offer PII filtering, but it all runs after your data leaves your network. Why filtering out is not the same as never sending.
Redact Both Sides of the LLM: Inputs and Outputs
Prompt redaction protects the provider boundary. Output scanning protects everything downstream. An LLM needs PII redaction on both sides, not one.
How to Redact PII Before Sending to an LLM: Chat, RAG, and AI Agents
Redact PII and PHI before any prompt reaches an LLM, keeping data on your own infrastructure. A self-hosted pipeline for chat, RAG, and AI agents.