Darrow

What does Darrow do?

Darrow ingests legal and market signals at scale, then turns them into structured intelligence that teams can act on before exposure becomes litigation. Its pipeline combines raw data ingestion, legal context, and agentic AI so users can surface hidden risk, interpret what matters, and move from discovery to decision in one workflow. On the platform, that shows up as case evaluation, litigation pipeline building, and portfolio management, plus an interactive layer for asking questions and reviewing supporting precedent. Behind the scenes, Darrow says it analyzes 200,000+ case dockets and monitors 50+ legal exposure categories across areas like antitrust, privacy, ERISA, labor, and securities. It has surfaced $17B+ in legal exposure, powers 17K+ legal professionals, and connects 5k+ active matters through its intelligence. Customers include Baron & Budd, Milberg, Zuckerman Spaeder, and Microsoft. Darrow describes itself as a research lab first, not a workflow tool, and its public site does not list an API or self-hosting option.

Why use Darrow?

• It works upstream, so teams can act before exposure compounds into a filed case.
• Its intelligence model combines data, legal context, and agentic reasoning instead of relying on raw alerts alone.
• Portfolio-level views help firms evaluate matters in context, not one case at a time.
• The platform produces shareable evaluation memos, which makes diligence and stakeholder review easier.
• Coverage spans 50+ exposure categories, giving teams a broader monitoring surface across practice areas.

Who is Darrow for?

• Plaintiff firms who want earlier signals for high-conviction litigation opportunities.
• Insurers who need to detect portfolio exposure and price risk with more precision.
• Compliance teams who want to surface regulatory blind spots before they escalate.
• Legal operations teams who need a centralized view of active matters and pipeline status.
• Research-driven legal teams who want structured intelligence instead of manual monitoring.

What are Darrow's key features?

What are Darrow's use cases?

How does Darrow work?

1. Connect your first data source and let Darrow begin scanning for exposure signals through its always-on legal intelligence. The platform starts organizing raw information into structured legal intelligence without requiring manual monitoring.
2. Review surfaced opportunities in Legal Exposure Management, then use the multi-layer intelligence system to separate noise from high-conviction matters. Focus on the categories and signals that match your team's priorities.
3. Open Case Evaluation to assess class size, damages, outcome probabilities, and expected timelines. Use the Written Evaluation Report to share a consistent view with attorneys, compliance, or portfolio stakeholders.
4. Compare scenarios with Scenario-Based Valuation to estimate settlement value, probability of success, collectibility risk, and firm share. Use those outputs to decide whether to pursue, price, or deprioritize a matter.
5. Keep Build Your Litigation Pipeline and Manage Your Portfolio updated as new signals arrive. Ask Questions. Get Answers. Move Forward. To refresh decisions and maintain an active view of matters over time.

Frequently asked questions