Sanitize
before you send.
Privacy Gateway sanitizes and anonymizes privileged, work-product, and confidential information before it goes to a Large Language Model — without redacting so heavily that the result becomes useless. The ethical wall most legal AI treats as an afterthought.
Why counsel trusts Privacy Gateway.
Privilege-preserving by architecture
Built into the platform from day one — not bolted on. Privacy Gateway sits between your matter and any LLM, ensuring privileged content never crosses an unprotected boundary.
Anonymize without erasing meaning
The challenge with simple redaction is that the model can't reason about a case it can't read. Privacy Gateway preserves semantic integrity — the analysis still works, the privilege stays protected.
Tested with real legal materials
The team has stress-tested Privacy Gateway with employment agreements, vendor contracts, and publicly available legal documents — and demonstrated it to general counsel at a Pennsylvania bankruptcy firm during an April 2026 pitch.
— How It Works
Selective obfuscation, not blanket redaction.
Choose what to protect
Template-based: counsel selects which elements need obfuscation — names, account numbers, social security numbers — and which to preserve. Dates, jurisdictions, and structural facts stay intact so the model can still reason about the matter.
Sanitize at the boundary
Privacy Gateway processes the document before it goes to a Large Language Model. Privileged elements are anonymized; semantic integrity is preserved. The output is useful enough for the model to analyze, sanitized enough to meet counsel's ethical obligations.
Send confidently to any LLM
The sanitized output is what reaches the model. Pair it with the Donblas Outcome Predictor for case-prediction analysis, or use it standalone for any AI workflow where counsel needs to send sensitive material.
— A real example
An employment agreement comes in.
You want the model to analyze it. The agreement contains your client's name and social security number. Privacy Gateway obfuscates those — but the dates, jurisdiction, employer terms, and structural language stay intact. The model can still reason about the case. The privilege stays protected.
A real scenario walked through with outside counsel.
— Designed to work alongside
Pair Privacy Gateway with the Outcome Predictor.
Privacy Gateway is designed to feed sanitized matter into the Donblas Outcome Predictor — the auditable probability engine that models case outcomes against historical precedent. Full end-to-end integration is in progress; the standalone sanitization layer works today.
Explore the Outcome Predictor →Protect sensitive information before it leaves your control.
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