A complex product is made up of simpler, component products. A challenge in modeling demand for complex products lies in simultaneously studying features that affect component preference, and its resulting effect on marketplace demand. We propose an integrative model for studying complex products utilizing multiple conjoint exercises within a single structure. We illustrate our model using a conjoint study of demand for option packages when purchasing an automobile.