Mission planning involves the assignment of discrete assets to prioritized targets, including the dynamic routing of those assets to their destinations under complex environmental conditions. This report presents a description of how artificial intelligence (AI) can be used to conduct mission planning and how AI methods compare with more-traditional operations research approaches.