This paper describes an experiment on how AR-based product visualization has an impact on product size selection, compared to traditional techniques in sales. Our study suggests that the use of our AR system is preferred in comparison to using a tape measure and a printed catalog with size information. We also found that users had difficulty in the selection of adequately sized models when the space to be filled is large, both with our catalog and our AR based solution.