This paper describes our experience in using modern Web 2.0 architecture, lightweight Python frameworks, and rapid prototyping to create an AI rostering and workforce management system to help prepare for the 2008 Beijing Olympic Equestrian Events, which will be held in Hong Kong. As part of the 2008 Olympics preparation, a scaled down "test" event