Developers of healthcare applications can benefit from FiftyOne’s ability to explore datasets through a user-friendly UI and share these datasets with experts to review annotations and model predictions. Models used as a mechanism to pre-diagnose patients need to be carefully monitored to understand their failure cases. FiftyOne provides all the tools needed to evaluate model predictions in depth and improve the quality of training datasets and annotations. Given the sensitivity of medical data, FiftyOne’s ability to be deployed entirely on premises has been crucial for healthcare teams.