An AI Research Lab for the Legal Ecosystem

Darrow studies how legal exposure emerges across industries, markets, and regulatory systems — transforming fragmented signals into structured legal intelligence.  

This research spans real-world data, legal systems, and AI-driven analysis, powering the intelligence used by law firms, insurers, compliance teams, and other legal actors.

Research Areas

Legal Intelligence

How legal exposure forms in the real world — from regulatory drift and enforcement patterns to early signals of mass litigation.

AI & Systems

The AI architectures and knowledge systems that power detection including legal knowledge graphs, agentic reasoning, and signal fusion.

Company & Product

How our research translates into product — quarterly intelligence reports, system design decisions, and operational frameworks.

Introducing Clove

A structured framework for modeling legal exposure — connecting obligations, organizational weaknesses, and enforcement patterns into a unified system.

Publications

Date

Category

Title

03 Mar 2025

Company & Product

The Office That Built Us

We've outgrown our office and are moving into a new space next week. We couldn't be more thrilled to see what's next!

25 Feb 2025

Legal Intelligence

The New Target in Wiretap Claims

Wiretap litigation is rising, with a growing focus on suing third-party tracking companies like Google and Meta for unauthorized data collection across websites

11 Sep 2025

Legal Intelligence

The New Reality for Representative PAGA Claims

California courts are split on whether representative PAGA claims must pause for arbitration. This article unpacks recent rulings and evolving strategies.

26 Mar 2026

Legal Intelligence

The Growing Opportunity in Food Mislabeling Litigation

While the gap in the food mislabeling world is clear, identifying legal risks is not straightforward.

09 Feb 2025

AI & Systems

The Era of Distilled LLMs: Why Smaller Can Be Better

Distilled LLMs reduce costs while maintaining accuracy, making AI-powered legal research scalable, efficient, and affordable.

26 Jan 2026

AI & Systems

The Consent Illusion: Why Nobody Reads Digital Contracts (And How AI Might Be the Fix)

Digital contracts bind users who never read them. Courts now enforce consent through design. Can AI agents restore real, negotiated consent?

25 Nov 2025

Legal Intelligence

The Colgate ERISA Settlement & the Future of Benefit-Plan Litigation

Colgate’s $332M ERISA settlement shows how uncovering technical pension errors can unlock major recoveries, and why deep data analyses of plan reviews matter.

19 Feb 2026

AI & Systems

The Agentic Liability Shift: When the "Black Box" Writes the Check

The End of "Test and Forget": Real-time underwriting is required to manage evolving risk.

10 Nov 2025

Legal Intelligence

Strategic Approaches to Overcoming ERISA Litigation Challenges

ERISA litigation is on the rise. Here are the top challenges attorneys face when litigating ERISA cases, and key strategies to overcome them.

04 May 2025

Legal Intelligence

SCOTUS Lowers the Bar for ERISA Fee Litigation

The Supreme Court eases pleading standards for ERISA fee suits in Cunningham v. Cornell, clearing the way for more claims to proceed in court.

18 Nov 2025

Legal Intelligence

Pay-for-Delay Agreements: Pharmaceutical Antitrust Class Actions

Explore pay-for-delay antitrust class actions, key cases, and challenges in certifying classes in pharmaceutical litigation after Actavis.

20 Mar 2025

Legal Intelligence

Ozempic MDL: Background, timeline, & 2025 updates

Plaintiffs allege Ozempic & similar drugs pose severe risks, citing failures by Novo Nordisk & Eli Lilly to warn users of life-altering side effects.