— The Donblas Products

Three products.
Three crucial tasks.
One effective solution.

Donblas builds for sophisticated legal teams in three distinct ways — predicting real-case outcomes, sanitizing privileged content before it ever touches an LLM, and giving new lawyers a courtroom they can practice in.

— Product 01 · Flagship

Outcome Predictor

Manages real cases. Five practice-area probability engines built on one auditable architecture.

— Product 02 · Feeds the Predictor

Privacy Gateway

Sanitizes and anonymizes privileged content before it leaves your control.

— Product 03 · Standalone

Trial Trainer

A simulated courtroom for training new lawyers and pre-trial practice.

Flagship · Manages real cases

Outcome Predictor

Quantify the case before you take it.

Runs your matter against an auditable probability tree built from rules of law, learned statistical patterns, and the facts of your case. See likely rulings and risk-adjusted outcome value, with every sub-probability open to inspection and adjustment.

Explore the Predictor →
§547 Clawback · Estimator
62%
Prima facie established5 of 5 elements
92%
Ordinary course defenseIndustry baseline
38%
New value defenseSubsequent advances
71%
Settlement vs. litigationRisk-adjusted EV
55%

— How the products relate

Privacy Gateway protects content. Outcome Predictor runs the analysis. Trial Trainer is its own world.

— Step 01 · Protect
Privacy Gateway
→
— Step 02 · Predict
Outcome Predictor
·
— Standalone
Trial Trainer
Feeds the Outcome Predictor

Privacy Gateway

Privilege-safe before it ever leaves your control.

Sanitizes and anonymizes privileged, work-product, and confidential information before it is publicized via a Large Language Model — without redacting so heavily that the result becomes useless.

Relationship to Outcome Predictor Privacy Gateway is the layer that prepares case content so the Outcome Predictor can analyze it without exposing privilege. Use it as part of the Predictor workflow — or independently, anywhere counsel needs to send sensitive material to AI.
See how it works →
Memo · Acme v. Global Industries Sanitized
17 entities anonymized ✓ Privilege preserved
Standalone product

Trial Trainer

Simulate the trial before the stakes are high.

Trial Trainer develops your next generation of litigators in its standalone environment.

Standalone — separate from the Predictor Trial Trainer doesn't share content with the Outcome Predictor. It's its own simulation environment for training and pre-trial practice.
Open Trial Trainer →
Case 047 · Direct Examination
14:02
You
Ms. Reyes, can you describe what you observed on the morning of June 14th?
Witness
I arrived at the warehouse around 8:00 AM, and that's when I first saw the documents on the desk.
Judge
Counsel, are you laying foundation for the documents you're about to introduce?
Lay foundation
Mark exhibit
Object
Continue