This study proposes a clustering method based on Taguchi method for effective market segmentation. To select appropriate initial seeds, we propose the use of Taguchi method as the tools. This study compares the results of the proposed a Self-Organizing Map (SOM) for application to a real-world case of tea-beverage market segmentation. The results show that the proposed Taguchi method may improve segmentation performance