Darrow

Darrow

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AI-powered legal intelligence platform that detects litigation exposure upstream, before violations become public cases.

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What is Darrow?

Darrow is a legal intelligence platform and self-described AI lab for legal risk, founded in 2020 and based in Israel with a US presence. It operates upstream in the legal ecosystem, detecting corporate violations, regulatory exposure, and emerging litigation risks before they materialize into public cases, rather than helping lawyers manage cases that already exist. Using a proprietary taxonomy of 164 legal weaknesses across practice areas like ERISA, data privacy, antitrust, securities fraud, and environmental law, Darrow analyzes over 5 million data points per month from regulatory filings, court dockets, SEC disclosures, consumer complaints, and digital systems behavior. It serves three primary customer types: plaintiff law firms discovering case opportunities, corporations detecting their own legal exposure before plaintiffs do, and legal insurers pricing litigation risk. Serving 80+ law firms with 3,000+ lawyers and trusted by firms in the Am Law 100, Darrow has facilitated over $18 billion in identified litigation opportunities and $35M in Series B funding. In May 2026, it launched a portfolio management platform enabling plaintiff firms to manage litigation like an investment portfolio.

Key Features

Litigation Opportunity Discovery (AI-Vetted)Legal Signals Monitoring (5M+ Data Points/Month)164-Point Legal Weakness TaxonomyCase Evaluation & Predictive UnderwritingLitigation Portfolio Management DashboardExpert-Vetted Case Intelligence (Former AmLaw 100 Attorneys)Comparable Case Analytics (Federal & State Courts)Corporate Legal Exposure DetectionLegal Risk Monitoring for InsurersSettlement Value ForecastingCase Dossier GenerationEmbedded AI Legal Intelligence ChatClass Size & Damages EstimationPlaintiff Identification & QualificationPractice Area Signal Library (ERISA, Privacy, Antitrust, ESG)

How to Use Darrow

1Request a demo at darrow.ai and specify your role (plaintiff firm, corporate, or insurer)
2Configure your practice areas and legal exposure interests
3Receive AI-curated Signals of emerging litigation risk in your dashboard
4Review Snippets: vetted case previews with projected class size, damages, and comparable matters
5Use Portfolio Management to track case pipeline, projected fees, and litigation stage across all active matters

✅ Best For

  • Plaintiff law firms and contingency litigation practices that want to discover high-value case opportunities before other firms by using AI to detect corporate violations and emerging class action exposure earlier than traditional reactive sourcing through news, referrals, or walk-in clients.
  • Corporate legal and compliance departments at Fortune 1000 companies that want to identify their own legal exposure across ERISA, data privacy, antitrust, and environmental law before plaintiff attorneys do, enabling proactive remediation rather than reactive defense.

❌ Not For

  • Defense counsel and law firms focused primarily on transactional work, contract review, or corporate advisory services, as Darrow is built specifically for plaintiff-side litigation discovery and corporate legal risk intelligence rather than transactional or defense-focused legal work.
  • Solo practitioners and small firms handling individual client representation in family law, criminal defense, or personal injury without a portfolio approach to case intake, as Darrow's value is strongest for firms managing litigation as a pipeline of opportunities rather than individual ad hoc cases.

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Pricing

Law FirmCustom (tens of thousands to millions/yr)
  • ✓Based on firm size and case volume
CorporateCustom
  • ✓Enterprise detection module for in-house risk teams
InsurerCustom
  • ✓Predictive underwriting and exposure pricing

Prompts to Try

Show me emerging ERISA litigation signals affecting 401(k) plan sponsors in the healthcare sector

Which data privacy violations have been detected in the fintech industry in the last 30 days?

Evaluate this potential class action opportunity and give me a projected class size and damages estimate

What is the settlement history for cases similar to this PFAS exposure claim I am considering?

Alert me when new signals emerge in ESG disclosure litigation affecting S&P 500 companies

Use Cases

A plaintiff firm partner uses Darrow's Signals to discover a new wave of ERISA plan sponsor violations 6 months before they appear in published litigation, enabling the firm to reach out to affected employees and build a portfolio of related cases before competitor firms identify the opportunity.
A Fortune 500 general counsel uses Darrow's corporate legal exposure module to identify that the company's mobile app data practices generate a signal pattern associated with CIPA class action litigation, enabling a proactive privacy policy update before a plaintiff attorney files.
A mass tort litigation firm uses Darrow's portfolio management platform to track 150 active cases across ERISA, consumer protection, and environmental claims, viewing projected settlements, net fees, and litigation stage in a single real-time dashboard that replaces a dozen spreadsheets.
A legal insurer uses Darrow's predictive underwriting capabilities to price a large pharmaceutical company's D&O liability policy, using Darrow's comparable case analytics to model securities fraud exposure from a pending product recall before setting premium rates.
An AmLaw 100 firm's business development partner uses Darrow's Snippets to identify 3 emerging class action opportunities in the agricultural technology sector, connecting the intelligence to their client development team to assess whether any existing clients are potential defendants or plaintiffs.

Frequently Asked Questions