Pie Insurance is the clearest proof that AI-first underwriting works in a vertical legacy carriers wrote off — small business workers' compensation. Founded in 2017, Pie uses a tech-driven model to quote, bind, and service workers' comp policies, raising more than $615 million in equity and reaching a $2 billion-plus valuation at its 2022 Series D (press release).