Plan and allocate
Planning agent. Gathers goals and constraints, forecasts reach, frequency, spend and outcomes in ranges that update as data arrives, and compares scenarios side by side. Response curves from mix models, calibrated with experiments, show where the next dollar is likely to return more.
Who decides. People set the goals and choose the scenario. A planner approves any move beyond the agreed band.