# Law Firm Associates Join AI Startups as Legal Engineers to Automate Grind > Source: > Published: 2026-07-30 11:07:24+00:00 **July 30, 2026**, (Inside AI) — Law firm associates are trading billable hours for code, joining legal AI startups as legal engineers to automate the drudgery they once endured. These hybrid roles blend product development, testing, and client training, aiming to make AI tools indispensable for legal work. Hongxi Wang, founding legal engineer at **Equall**, left **Pillsbury Winthrop Shaw Pittman** to target tasks she hated most. Miranda Hatch, now at **Norm Ai**, helped build a tool that slashes review of credit agreements in bankruptcy cases from **50 to 100 hours** to just **15 minutes**. “Something that would have taken genuinely 50 to 100 hours as an associate takes 15 minutes,” Hatch said. “That’s a very powerful output.” The movement is accelerating. **Harvey** employs **160** legal engineers, a fivefold increase in a year, with **51** more openings. **Legora** has about **100** and **43** open roles. These companies prize law firm pedigrees for credibility. “Lawyers love talking to lawyers,” said Tammy Murray, vice president of legal engineering at Harvey. But the shift raises a thorny question: if AI handles the grind, how do junior lawyers learn the craft? The tedious work associates automate—due diligence, document review, ownership reconciliation—is precisely where they gain foundational knowledge. **Aniket Kesari**, associate professor at **Fordham Law School**, warned, “Without struggling through the basics, it’s harder to do higher level thinking all the time.” AI evangelists counter that the change mirrors past shifts like digital redlining or email. They argue lawyers will ascend to strategic work, but Kesari’s concern echoes in training debates. Law schools and firms may need to overhaul curricula, perhaps using AI-collected data to teach core concepts. Legal engineers, meanwhile, are diving into the role. Paul Healy, head of legal engineering at Norm Ai, said applicants now often bring demos of AI tools they’ve built. “People are meeting that bar,” he said. Technical backgrounds aren’t mandatory; Legora seeks the “tech curious.” The draw is partly financial—equity stakes offer startup upside—but also philosophical. “In law, there’s that reputation that we’re doing this because it’s the way it’s always been done,” said Jane Elmore, a legal engineer at Legora who left **A&O Shearman** after a decade. “I always found that infuriating.” Alexis Nicholas moved from London to **San Francisco** to join **Ivo**, an AI contract management startup, calling it “our version of the dot-com boom.” She and others accept the role’s transience. “If it’s fleeting,” Nicholas said, “at least I tried.” ## Training Gap Looms as AI Eats the Grind Work The risk is not just lost skills but a bifurcated profession. A [2023 study on AI and legal tasks](https://arxiv.org/abs/2305.10506) found that while AI boosts efficiency, it can erode tacit knowledge when novices skip foundational steps. Legal engineers themselves acknowledge the tension. Alex Fortescue-Webb, head of legal engineering at Legora, said, “They influence every aspect of the company,” suggesting that those building the tools may hold disproportionate sway over how law is practiced. Firms face a dilemma: adopt AI to stay competitive but risk atrophying the apprenticeship model. Some propose simulations or AI-curated case libraries to fill the gap. Yet as legal engineers automate more, the definition of “practice-ready” may shift faster than accreditation can adapt. ## From Billable Hours to Startup Equity The legal engineer role is evolving rapidly. Companies now hire for specialized practice areas, and the career path is attracting not just lawyers but consultants. The [Legora careers page](https://www.legora.com/careers) lists openings demanding “tech curiosity” over coding chops. This broadening suggests a permanent new tier in legal services—one where domain expertise meets product design. Yet the boom’s durability is untested. If AI matures to the point where legal engineers are no longer needed, those in the role bet on their adaptability. For now, the exodus from law firms continues, fueled by a desire to reshape the profession rather than endure its slow pace.