Color is an important variable in many processes since it defines the final appearance of the product. The color management system must not only consider the non-linearities of the process but also the operational constraints. This work proposes a Predictive Controller Approach, based on a sequential linear programming algorithm, for an on-line color recipe formulation and correction. Experiments with three colorants are presented, demonstrating the performance of the proposed algorithm.