This paper finds an optimal control policy for a production process that shifts randomly, but with drift, during production. The cost of deviation from the optimal setting is quadratic, and possibly asymmetric. The process may be reset at a fixed cost. Two models where the process drifts by discrete steps are explored and optimized. Use of these models to approximate continuous process shifts is discussed.