The article discusses the need to better integrate business intelligence with business processes to improve decision-making. It focuses on operational business intelligence, which combines strategic and tactical decision-making by linking BI solutions with evolving business processes. The paper argues that to support customer-facing employees in service industries, knowledge-intensive business processes should be considered. It analyzes case-handling business processes in the context of operational BI and identifies research challenges for a new type of case-handling system.