On LawNext: Casefleet Founder Jeff Kerr on Fact Management in the Age of AI

Casefleet, a legal fact-management software company founded by Jeff Kerr in 2015, launched Casey, a conversational AI agent that proposes facts, links them to legal issues, and drafts documents with a citation engine that rejects citations not matching the exact text of the underlying document. Kerr, who left law practice to build Casefleet, says the agent is fully agentic but read-only, and the company, profitable since 2018 and largely bootstrapped, may raise outside capital in the coming year.

Chronologies have become one of legal tech’s hottest categories, with a wave of AI startups promising to turn a messy evidentiary record into a structured timeline in minutes. Jeff Kerr https://www.linkedin.com/in/tjeffkerr/ and his company Casefleet https://www.casefleet.com/ were more than a decade ahead of the pack. Kerr finished law school in 2010 and made what he calls the crazy decision to start a law firm as his first job after graduating. Running an employment practice, he found that winning cases came down to knowing the chronology cold. But the only tools for building one were a Word document and a lot of patience. So he taught himself to code, left practice in 2015, and founded Casefleet. On this episode of LawNext, Kerr joins me to discuss what a decade of building fact-management software looks like now that AI has arrived. Last month, Casefleet launched Casey, a conversational AI agent that proposes facts, links them to legal issues, and drafts documents — with a citation engine that rejects any citation not matching the exact text of the underlying document. Kerr deliberately draws a hard line on what he will let his AI do. Casefleet’s agent is fully agentic in the sense of researching and iterating on its own, he says, but it stays read-only – it will not send emails, make calls, or file anything. Among the other topics we cover: - Why Casefleet’s pre-AI data model turned out to be the right foundation for AI, and why classic Casefleet still runs alongside Casey. - The company’s move back toward e-discovery, including newly added document production, and why Kerr isn’t chasing terabyte-scale cases. - What happens to specialized litigation tools if the frontier AI labs push further into legal. - Why Casefleet, profitable since 2018 and largely bootstrapped, may raise outside capital in the coming year. Listen here: Watch here: Thank You To Our Sponsors This episode of LawNext is generously made possible by our sponsors. We appreciate their support and hope you will check them out. - Paradigm https://joinparadigm.com/ , home to the practice management platforms PracticePanther https://www.practicepanther.com/ , Bill4Time https://www.bill4time.com/ , MerusCase https://meruscase.com/ and LollyLaw https://www.lollylaw.com/ ; the e-payments platform Headnote https://headnote.com/ ; and the legal accounting software TrustBooks https://trustbooks.com/ . - Briefpoint https://rebrand.ly/briefpoint-lawnext-podcast , eliminating routine discovery response and request drafting tasks so you can focus on drafting what matters or just make it home for dinner . - CosmoLex https://rebrand.ly/CosmoLex-LNP , helping law firms manage their entire practice in one platform, from intake to payment. Try it free. - Ajax https://rebrand.ly/AJAX-LNP , the AI timekeeper lawyers want to use. If you enjoy listening to LawNext, please leave us a review wherever you listen to podcasts.