The authors consider an infinite horizon stochastic production planning problem with the constraint that the production rate must be non- negative. They first establish the existence of an optimal feed-back solution for the problem. Subsequently they characterize the solution and compare it with the solution of the unconstrained problem. They also obtain some computational solutions to the related problems with upper bounds on the production rate with the help of a policy iteration procedure.