The Autonomous Pipeline Privacy Gap
Make/Zapier Webhook Leaks
Automation nodes often pass raw CRM data or customer support tickets directly to external AI LLM APIs, exposing PII to cloud vendor logging.
RAG Vector Store Poisoning
Loading un-masked internal documents into vector databases for RAG creates permanent, indexed caches of sensitive employee and client data.
Autonomous Secret Exposure
Coding and DevOps agents consuming CI/CD logs or internal wikis may accidentally feed architectural secrets and API keys to third-party LLMs.
Input: Client Smith (A-123) is overdue.
Input: [NAME_1] ([ID_1]) is overdue.
Secure Agent Architecture
Modular data protection for autonomous AI systems
Intercept Payload
Before triggering any AI node, capture the raw input stream at the orchestration layer.
Local Masking
PrivacyScrubber redacts PII locally, replacing identities with deterministic tokens.
Secure LLM Call
Send only the sanitized, anonymous data to the LLM model for processing.
Reverse Scrub
Bring back original data into the AI's response locally before final delivery to the user.