Decisions are usually based on multitude of information, which can rarely be perceived and interpreted simultaneously by decision makers. We develop interactive software systems that support decision makers by using AI-based methods to analyze, process and visualize this information in a task-oriented way. This enables decision makers to act efficiently while taking all relevant aspects into account.