The Universal Data Tool provides a collaborative web interface and desktop application for annotating various data types including images, text, and documents. It supports tasks like image segmentation, bounding box annotation, named entity recognition, and text classification. The tool is designed to help teams create labeled datasets needed for training deep learning and machine learning models.