With data on where the bottleneck actually sits. In most organizations, AI multiplied engineering capacity and ambition grew faster still, moving the constraint upstream to product decisions and compliance review. A defensible position is a hiring rule (“justify why AI can’t do this role”) combined with evidence that current headcount is the floor for the roadmap the board itself approved.