Valuation Clarity for High-Stakes Litigation.

Darrow delivers a clear view of value, risk tradeoffs, and portfolio impact - through underwriting outputs designed to be reviewed, shared, and acted on.

Case Evaluation

A clear, structured view of legal merit, key assumptions, and drivers of risk across the matter.

Class Size & Damages Analysis

Data-informed modeling of potential class size, damages exposure, and economic upside.

Outcome Probabilities

Consistent, comparative measures that contextualize uncertainty across cases and strategies.

Expected Outcomes & Timelines

Scenario-based views of potential resolution ranges and likely paths to outcome over time.

Written Evaluation Report

A shareable memo that documents methodology, comparables, and conclusions - designed for partners, committees, and other stakeholders.

Case Economics, Ready for Stakeholders.

A clear, defensible analysis that supports decisions, diligence, and financing - grounded in quantified inputs and transparent assumptions. Includes scenario ranges and key figures in a format partners can review in minutes.

  • Expected Settlement Value

    Modeled settlement range based on outcomes in closely comparable matters.

  • Probability of Success

    Estimated likelihood of achieving a class-wide monetary resolution, grounded in historical outcomes.

  • Estimated Time to Resolution

    Projected timeline to resolution based on duration patterns in comparable cases.

  • Risk-Adjusted Value to the Firm

    Expected value after accounting for success probability, consolidation risk, and firm share.

  • Attorney Fees

    Estimated fee pool derived from modeled settlement outcomes and historical fee awards.

  • Collectibility Risk

    Assessment of the defendant's ability to satisfy a monetary settlement.

  • Consolidation Risk

    Likelihood of competing actions impacting leadership position or fee allocation.

  • Firm Share

    Portion of total economics attributable to the firm after anticipated splits and structures.

“Darrow's work addresses a clear need in our industry. Their AI-driven approach is the kind of practical innovation that improves decisions, not just processes.”
Paul Kong
Executive Director and President of ILFA

Underwriting that Aligns Stakeholders

Predictive litigation analytics bring legal, financial, and strategic clarity - using a shared, defensible framework grounded in data and expert analysis.

Evaluating Legal Risk

Plaintiff Firms

Decide whether to pursue, expand, or resolve matters with clear views into legal merit, scale, value, and tradeoffs - before committing significant time and resources.

Litigation Funders

Compare and evaluate opportunities using consistent measures of value, risk, and timing - supporting disciplined portfolio construction and capital allocation.

Underwriters & Insurers

Assess litigation exposure and reserve requirements with data-backed scenarios and transparent assumptions that can be communicated with confidence.

Enterprise Legal & Risk Teams

Understand potential exposure across claims, prioritize matters, and clearly communicate legal and financial implications to executives and boards.

Scenario-Based 
Valuation

Litigation outcomes are uncertain by nature. Darrow models value across multiple scenarios to reflect real-world variability - so teams can understand upside, downside, and tradeoffs before committing.

Conservative Case

Assumes lower-end outcomes based on historical settlements, stricter procedural hurdles, and downside risk.

Base Case

Represents the most likely outcome based on closely comparable matters and observed settlement behavior.

Aggressive Case

Reflects higher-end outcomes where liability, scale, and leverage develop favorably.

A Shared Standard for Legal Underwriting

Evaluating legal matters requires synthesizing many inputs. Darrow brings them together in a single, transparent framework - making it easier to compare matters, communicate assumptions, and align decisions across teams.

Without Darrow
Valuation varies by matter and reviewer
Key assumptions are hard to align on
Tradeoffs are difficult to quantify
Portfolio decisions lack a shared view
Comparable valuation across matters
Clear assumptions and scenarios
Value and downside quantified
Portfolio impact made visible

200,000+
case dockets analyzed

Darrow's underwriting is built on historical case outcomes and comparable matters - not broad averages.

The Intelligence Behind the Underwriting

Darrow is built as a multi-layer intelligence system, designed to surface what's hidden, interpret what matters, and apply underwriting rigor to complex legal decisions.

Data Layer

Surface the Signals

Continuously scans millions of legal and public sources to inform class size, damages, and exposure modeling.

Knowledge Layer

Apply the Law

Connect facts, statutes, and precedent so evaluations reflect legal reality. 
Not just data patterns.

Underwriting Layer

Model Value and Risk

Structured methodologies translate signals into scenarios, timelines, and risk-adjusted views of value.

Interface Layer

Deliver the Underwriting Memo

Packages findings into clear, shareable memo and supporting outputs teams can use immediately.

Mathew Keshav Lewis
Chief Revenue Officer