Diagnostic errors (DE) in the acute care setting can lead to longer lengths of stay, transfer to higher levels of care, and patient death. This article describes how the Utility of Predictive Systems in Diagnostic Errors (UPSIDE) Study identified and classified DE that resulted in transfer to ICU or potentially preventable death. Lessons from this DE review process can be implemented in other hospitals.