Sure Stats is an SAP add-on that provides detailed statistical information about system utilization, enabling informed business decisions. It tracks various metrics like execution time and user activity, storing data for historical reporting while offering features for filtering and archiving. The tool identifies key usage patterns, alerts users to potential issues, and categorizes data for easy analysis, adapting to different SAP versions during installation and updates.