Women's Business Centers Preservation Act of 2003 - Amends the Small Business Act to increase from 30.2 to 36 the percentage of funds authorized for FY 2003 for the Women's Business Centers program that must be used for a sustainability pilot program under which the Small Business Administration awards grants to private nonprofit organizations for providing counseling, training, and other business assistance to women entrepreneurs.