How can we provide computational supports for product designers to actively utilize existing styles as driving force to achieve new designs? For a new style that can take the advantage from existing styles, we surveyed Case-Based Design and Case-Based Reasoning systems for product design and found discouraging results. We employ Learning Classifier Systems, a machine-learning paradigm, to perform automatic style classification. These classified styles are used to evolve new styles of designs.