A computer implemented method. The method includes identifying, using a processor, a bulk pigment in a target coating, wherein identifying comprises applying a Bayesian process, and identifying, using the processor, at least one refined pigment in the target coating, wherein identifying comprises applying a Bayesian process. The method also includes formulating, using a processor, a formulation of the target coating, wherein formulating comprises applying a Bayesian process, and outputting the formulation.