Can we better an individual goalie’s chances of stopping a penalty kick with advanced AI? Many of us at Xyonix are huge soccer fans. With the recent excitement of the 2019 FIFA Women’s World Cup, and the success of the U.S. Women’s National Team, we got inspired to try and apply advanced AI techniques to soccer. The results helped us work out the kinks in our activity analysis platform.