Forbes reporter Jeff Kauflin takes a deep look at how Darrow works, who it serves, and how it makes money — opening with the Bumble case as the clearest window into what the platform actually does in practice.
What looked like a run-of-the-mill data privacy lawsuit — alleging that Bumble collected Illinois users' face scans without consent — settled for $40 million, with $14 million going to plaintiff attorneys. The detail that makes it notable: the alleged violation was discovered not by a lawyer, but by Darrow's AI. Chicago attorney Katrina Carroll, who led the case, tells Forbes that Darrow "enabled me to file cases that I would never have filed were it not for their expertise." Ben Artzi describes the mission as building "a world of frictionless justice — where you don't have to look over your shoulder to see who's screwing you." At the time of publication, Darrow was generating $26 million in revenue with 80 law firms and over 3,000 lawyers on the platform.
The article provides the first detailed public examination of Darrow's revenue-sharing model. Beyond standard subscription and usage-based fees, Darrow participates in a portion of attorneys' fees when lawyers win cases that originated through Darrow's research — an arrangement made possible in Arizona by a 2020 administrative order from the Arizona Supreme Court that allows non-lawyers to share in attorneys' fees. The mechanism runs through Don Bivens, a former president of the State Bar of Arizona and three-time Lawyer of the Year, who serves as co-counsel on cases sourced from the platform and passes a portion of his fees back to Darrow. Both Bivens and Darrow confirm the arrangement is structured to maintain full attorney independence — Darrow has no say in lawyers' case decisions — and Bivens sees the broader ethical rules against fee-sharing as outdated and protectionist. The regulatory landscape is evolving: fee-sharing with non-lawyers is now permitted in Arizona, Utah, Washington State, Washington D.C., Puerto Rico, the UK, and Australia.
