The main purpose of this paper is to demonstrate the usefulness of a simplex search procedure for the problem of augmenting a given experimental design to “optimize” it with respect to some criterion. In particular, the paper demonstrates the ability of the simplex search procedure to addmpoints simultaneously to an initial design in order to maximize |X′X| In the process, the paper presents a method for improving the Nelder-Mead simplex search procedure.