The prior authorization process has been a thorn in the side of payers, providers, and patients alike. With the use of generative AI, prior authorization could finally fulfill its original purpose: Greater efficiency and lower cost for everyone in the care system. This brief describes several technical approaches to this next transformation in healthcare AI.