AI Platforms · Platform Profile
Darrow is an AI platform that scans public data to detect legal violations and emerging litigation opportunities, matching vetted cases with plaintiff-side law firms.
Darrow, founded in 2020 by Evyatar Ben-Artzi and Gila Hayat and headquartered in New York and Tel Aviv, is one of the few major legal AI companies built plaintiff-first. Its core business is ingesting public data — regulatory filings, incident reports, consumer complaints, news, and other open sources — and using AI to surface potential legal violations before they become lawsuits. The company reports monitoring more than five million signals monthly across more than fifty legal exposure categories.
Those signals are structured into vetted case opportunities — historically class actions and mass torts — that partner law firms pursue. In May 2026 Darrow launched a platform that lets plaintiffs' firms identify, vet, and manage litigation like a portfolio, including settlement-outcome prediction and docket management. As of 2025 it reported serving roughly 80 law firms with about 3,000 lawyers active on the platform, and it has expanded its pitch toward insurers and corporate compliance teams for early exposure detection.
The company raised a $35 million Series B in September 2023 led by Georgian, bringing total funding to roughly $63 million, and says it has been cash-flow positive since 2023. It won the International Legal Finance Association's Most Innovative Legal Tech award in November 2025 and became available in the Microsoft Marketplace in July 2026.
Primarily plaintiff-side firms — class action, mass tort, environmental, privacy, and consumer protection — plus newer offerings for insurers, litigation funders, and compliance teams. Firms outside its strongest categories should confirm signal volume in their practice area before committing.
| Vendor | Darrow AI Ltd. — independent, venture-backed |
|---|---|
| Founded / HQ | 2020; New York, NY and Tel Aviv |
| Founders | Evyatar Ben-Artzi (CEO), Gila Hayat (CTO) |
| Category | Legal exposure management / AI case sourcing |
| Scale | 5M+ signals monitored monthly; ~80 firms, ~3,000 lawyers (2025) |
| Funding | ~$63M total; $35M Series B led by Georgian, September 2023; cash-flow positive since 2023 (company statement) |
| Pricing model | Not published; historically case-based partnerships rather than seat pricing |
| Integrations | Microsoft Marketplace availability (July 2026); few others advertised |
| Website | darrow.ai |
Darrow occupies a slot most legal software doesn't touch: the top of the funnel, before a case exists. Where intake platforms qualify the leads a firm already receives, Darrow originates matters from public data — which makes it a complement to intake and case management infrastructure rather than a competitor to it.
Its commercial model has historically been case-based partnership rather than per-seat subscription, so evaluating it is less like buying software and more like assessing a business development channel: what categories it covers, what the vetting looks like, and what economics attach to matters it sources.
Darrow has historically worked through case-based partnerships with plaintiff firms rather than published seat pricing. Terms are negotiated directly.
Coverage spans more than fifty exposure categories, strongest in class actions, mass torts, privacy, environmental, and consumer protection. Firms outside those areas should confirm signal volume.
From AI analysis of public data — regulatory filings, complaints, incident reports, news — which Darrow's teams structure and vet before matching opportunities to firms.
No longer exclusively. Since 2025 Darrow also markets exposure detection to insurers and compliance teams, but plaintiff firms remain the core customer base.
Systems firms typically evaluate alongside Darrow — competitors, complements, and the adjacent layers of the same stack.
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This page is an independent editorial overview published by Maestro Strategic Partners, an operations and AI consultancy for plaintiff law firms. Maestro is not affiliated with, sponsored by, or endorsed by Darrow AI Ltd. Darrow and related marks are the property of their respective owners; they are used here for identification only. Product details verified as of July 2026 and may have changed — confirm specifics with the vendor.
