CVAT is a capable open-source tool for image and video annotation, with strong support for complex labeling and model-assisted workflows. For some teams, that’s enough. For others, day-to-day friction adds up: steep setup, limited workflow visibility, manual QA, and performance quirks at scale. Those trade-offs are why CVAT often gets evaluated alongside other tools. We’ll […]