FAQ

Darrow is a legal intelligence company that detects hidden legal violations, evaluates potential damages, and equips plaintiff firms attorneys and legal teams with the clarity and foresight to act quickly and confidently. Using advanced AI, data mining, and legal expertise, Darrow analyzes vast public data sources to uncover patterns of harm and accelerate the path from violation to justice.

Darrow focuses on high-impact areas of public harm across a broad set of practice areas. Our legal intelligence models surface emerging violations, patterns of harm, and large-scale misconduct in Consumer Protection, Antitrust, Privacy & Data Breach, Environmental Law, ERISA, Labor & Employment, Medical Liability, and Securities & Financial Fraud.. Our team of legal intelligence analysts and data scientists continuously develops new anomaly-detection algorithms to identify emerging violations across industries and help legal teams identify high-value litigation opportunities early.

Darrow supports leading plaintiff law firms and corporate legal departments. Plaintiff attorneys rely on Darrow to uncover and develop litigation-ready matters faster and with greater accuracy. In-house legal teams and General Counsels use Darrow’s insights to proactively identify risk early.

Legal Intelligence is the systematic application of AI, data analytics, web intelligence, and legal expertise to detect, evaluate, and advance high-value legal matters at scale. It transforms fragmented public data into actionable signals, surfacing violations that would otherwise remain hidden.

Torch is Darrow’s AI-powered legal research companion. Today, it is available as a Chrome extension that brings legal intelligence directly into your workflow, helping you analyze documents, surface relevant laws and precedents, and capture the story of any legal issue instantly. Torch will continue to evolve as part of Darrow’s broader legal intelligence experience, including full integration into the platform.

Darrow combines proprietary AI models, web intelligence, data mining, and anomaly-detection algorithms to continuously scan public data sources for indicators of legal wrongdoing. When potential violations are identified, our systems analyze severity, scale, affected populations, estimated damages, and legal viability. Human legal experts then validate every case before it is delivered to a partner firm.

Yes. Every identified case undergoes a rigorous, multi-layer vetting process. AI-generated Insights are reviewed by experienced legal professionals and subject-matter specialists to ensure legal viability, evidentiary support, and alignment with firm priorities. Darrow never sends unverified opportunities to clients.

Darrow analyzes publicly available, ethically sourced information, supplemented by proprietary legal data pipelines developed by our engineering and legal intelligence teams. Darrow does not use personal, confidential, or privileged information.

Firms partner with Darrow to:

• Detect emerging legal violations
• Evaluate merits and damages with confidence
• Access structured memos and intelligence assets
• Identify and onboard qualified plaintiffs
• Accelerate filings with stronger evidence and insights

Darrow integrates seamlessly into existing legal workflows and complements — not replaces — attorneys’ expertise.

Of course not. Darrow empowers attorneys by handling the investigative heavy lifting, surfacing high-merit matters, and providing early insights. Attorneys remain central to strategy, advocacy, and litigation.

Most firms work with Darrow through a collaborative partnership model, providing ongoing access to emerging opportunities and embedded support through the lifecycle of each matter.

Security and confidentiality are central to Darrow’s mission. We adhere to strict data handling standards, encryption practices, and compliance protocols. We never disclose the identity of firms who work with us, and we do not publish cases or findings without client permission. See Terms of Use.

No. Darrow does not share, reveal, or attribute specific cases, findings, or firm relationships publicly. We respect client confidentiality at all stages of the process. See Terms of Use.

You can request a demo to see how Darrow’s legal intelligence works in practice. Our partnerships team will guide you through the experience, demonstrate how our tools fit seamlessly into your workflows, and help you assess where Darrow can create the greatest impact for your firm.

Yes. While Darrow is designed to be intuitive from day one, we provide full onboarding and support to ensure your team gets the most out of each engagement Our partnerships and legal intelligence teams work closely with yours to align on priorities, walk through early opportunities, and set your firm up for immediate success.

Onboarding with Darrow is simple and collaborative. It typically includes:

• A kickoff session to align on your firm’s focus areas and goals
• A review of early opportunities, including context, analysis, and next steps
• Guidance on integrating Darrow’s intelligence into your existing workflows
• Regular check-ins to refine priorities and ensure sustained value
• Direct access to Darrow’s team, including legal analysts and partnership leads, throughout the engagement

Darrow’s approach is hands-on, proactive, and built to complement your firm’s expertise - not replace it.