Assurance and compliance
Sign-off waits on a familiar set of questions. Here they are, answered by how the layer is built rather than by promise — so the person who owns the data can put their name to it, and the person who owns the tooling already has the answer.
Your real data never leaves your environment.
Transformation runs inside your VPC or on-premise, on a small language model, with no dependency on a big API provider. Nothing about your existing data classification has to change.
Fail-closed by design.
Entities below the confidence gate are held back, never passed through. The tool is designed so the model has no reasonable means of identifying your customers.
Every substitution is auditable.
A full audit trail records every transformation, ready for supervisory review.
Works with any model.
The layer sits in front of the model, not inside it. Switch providers without rewriting your governance.
Works in front of
Context, not keywords.
50+ entity types, including indirectly identifying information that pattern matching misses. Meaning is read, not matched.
Compliance
Every benchmark is published and checkable. Every substitution is written to the audit trail. And nothing about your existing data classification has to change.
Built against these from the start. Not retrofitted.
The layer is designed so the model has no reasonable means of identifying your customers.
Your real data never leaves your environment. The model only ever sees the twin, and you still get the accuracy you needed.