Quantify the case
before you take it.
The Outcome Predictor 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 your team's interrogation.
Why sophisticated litigators choose the Predictor.
Defensible by design
Every prediction comes with the decision tree that produced it. Disagree with a node? Change it, watch the probability update, and explain the reasoning to a partner, a client, or a judge.
Built vertical, not horizontal
Specialized probability engines for the practice areas where the math actually matters. §547 live today; FRCP 23, 10b-5, IP, and Veil-Piercing in active development.
For lawyers, by lawyers
Five Esq. founders and a Head of Machine Learning. Built by people who have argued the cases the platform models — not a tech team that hired one lawyer for credibility.
— Practice Areas
Five vertical-specific probability engines.
Section 547 Preference Claims
The 547 Clawback Outcome Estimator. Estimate likely rulings and risk-adjusted outcome value by comparing your matter to prior 547 cases. Map creditor exposure, model defenses, and decide between litigation and settlement with the math behind you.
Class Certification Probability Engine (Rule 23)
Class certification is often the economic fulcrum of litigation. Bring disciplined, transparent analysis to certification risk — built on the same probability-tree architecture.
Securities Fraud Probability Engine (10b-5)
Decades of judicial interpretation have created a layered, complex framework for 10b-5 claims. Bring structure and transparency to high-stakes securities litigation.
IP Management & Protection
IP disputes turn on judgment, not mechanical rules. Model how courts evaluate infringement risk, analyze fact patterns against governing standards, and provide early-stage probability assessments.
Veil-Piercing & Alter-Ego Analysis
Fact-intensive, equity-driven, jurisdiction-sensitive. Model the structured accumulation of reasoning that drives veil-piercing outcomes — making the structure behind equitable judgment visible and reviewable.
— Powered by Privacy Gateway
Your privileged matter never crosses an unprotected boundary.
Every case fed into the Outcome Predictor first passes through Privacy Gateway, which sanitizes and anonymizes privileged, work-product, and confidential information before any of it touches an LLM. You meet your ethical obligations to clients without losing the analytical power of the model.
Learn how Privacy Gateway works →