Legal Intelligence That Reasons Like a Lawyer.
Most legal AI scans cases. Donblas thinks through them.
Legal outcomes may seem intuitive, but are so much more. They're probabilistic. Rules-based. Fact-intensive. Donblas models that complexity and makes it visible — integrating legal rules, case facts, and learned statistical patterns into a unified decision-support architecture. The result isn't a summary or a suggestion. It's a structured, auditable analysis your team can interrogate and defend, and the client can act on. Not another AI wrapper. A new category of legal intelligence, built for lawyers, by lawyers.
Join the Waitlist— The Problem · What We Are Solving
Clients have questions that counsel cannot fully answer.
Legal outcomes aren't unpredictable because lawyers lack experience. They just seem unpredictable because the analytical framework — the structured web of rules, facts, and probabilities that underlies every sound legal judgment — has never been made visible.
Clients want more than instinct. They deserve more. Bet-the-company decisions require counsel who can demonstrate the reasoning, not just deliver the conclusion.
We are at an inflection point. Effective, ethical representation now requires more than asking an LLM what to do. LLMs read cases. Statistical machine learning classifies data. Symbolic AI interprets rules. Donblas integrates all three into executable legal reasoning — combining rules of law, learned statistical patterns, and real-life facts into an articulable decision-support framework. As far as we know, nobody else can do this.
— The Donblas.AI Solution
Not just another AI wrapper.
Most legal AI is optimizing for speed and convenience. We're optimizing for something harder: decision-support integrity under uncertainty. We didn't slap a logo on ChatGPT. Donblas is powered by proprietary predictive models, machine learning pipelines, and symbolic reasoning — purpose-built for the factual and legal complexity of sophisticated disputes.
— The Donblas Products
Three products. Three jobs to be done.
— Product 01
Outcome Predictor
Quantify the case before you take it.
Auditable probability engine for §547, Rule 23, 10b-5, IP, and Veil-Piercing matters. See likely rulings and risk-adjusted outcomes with every sub-probability open to interrogation.
Explore the Predictor →
Feeds the Predictor— Product 02
Privacy Gateway
Sanitize before you send.
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.
See how it works →
Standalone— Product 03
Trial Trainer
Train before you enter the courtroom.
AI-powered trial simulation with a multi-agent system playing prosecutor, witness, opposing counsel, and judge. Built for law students and practicing attorneys.
Open Trial Trainer →
— Inside the Engine
How Donblas thinks through a case.
01 — Predictive Models
Predictive Models
Legal outcomes cannot be expressed as simple probabilities. They are products of structured sub-probabilities — complex interrelationships between facts, law, and circumstance that experienced lawyers navigate through what they call intuition. Intuition can be faulty. Memories fade. Things are missed. We built Donblas to think like a lawyer — without those limitations. It models the full web of interrelated probabilities and produces not just a predicted outcome, but a reviewable, auditable decision tree that demonstrates every component of the reasoning. Counsel can interrogate it, modify it, and explain it.
02 — Automated Research
Automated Research
Donblas connects directly to online case document repositories, gathering and mapping the legal authority that informs every analysis. Cases are indexed and surfaced for counsel's review — efficiently and completely, without the gaps that manual research leaves behind.
— Who Built This
Built for lawyers,
by lawyers.
Donblas isn't a tech company that hired a legal advisor — it's a legal team that built the platform.