Regulatory review has traditionally been treated as a discrete phase—an endpoint where documents move from creation to evaluation, often triggering compressed timelines and late-stage rework. In practice, regulatory decisions are rarely made at a single moment. They emerge gradually, as evidence, context, and interpretation come into focus. Regulatory review automation enabled by AI does not replace this process or accelerate decisions indiscriminately. Instead, it reshapes