Current models and tools for support in spatial intra regional design, planning, and management may generally be judged as being too descriptive and too reactive. Hence, due to their rigidity and focusing on system history, they have severe shortcomings in guiding decision-makers in current decision situations, which are characterized by increasingly high degrees of uncertainty, unperceptibility, and change. Therefore, in order to improve the conditions for decision-makers, a conceptual design of a new tool, the MAP-tool, for support in such work is presented. MAP is designed around the conceptual integration of anticipatory modelling and computing, multi modal system modelling, soft computing, and spatial modelling and computing