CVAT was built for ML engineers and annotation specialists. Kili was built for your entire organization. Radiologists, underwriters, quality inspectors, and compliance officers can validate model outputs, review datasets, and refine AI decisions directly—without requiring technical training or engineering support. While CVAT focuses on annotation accuracy within a technical workflow, Kili embeds domain expertise throughout the AI development lifecycle. The result: AI systems shaped by the people who understand your business, not just the engineers who build the models.

CVAT excels at computer vision. Kili handles your entire AI portfolio. Beyond images and video, Kili supports text, documents, PDFs, geospatial imagery, and GenAI human-feedback workflows—all within a unified platform. As enterprises expand from computer vision pilots to multimodal AI programs, Kili scales with you. No need to manage separate tools for different data types; one platform, one workflow, every modality.