Abstract. This paper describes an innovative usage of Case-Based Reasoning to reduce the high computing cost derived from running large interactive simulation scenarios within the framework of advanced training systems. The paper discusses the ideas, implementation and a preliminary evaluation within the framework of the European IST research project A-TEAM.