cvat

CVAT is a leading data annotation platform designed for machine learning professionals, providing advanced features for annotating images, videos, and 3D data, with a focus on state-of-the-art workflows and algorithmic assistance. It is used by thousands of teams across various industries, including healthcare, retail, and automotive. CVAT's key differentiator is its ability to annotate data up to 10x faster using integrated AI or custom models.

cvat is best for . It sits in the Automation category and is a freemium option.

cvat is listed as freemium. Check the official website for current, detailed pricing tiers.

cvat scored 8.6 out of 10 in 2026, based on six weighted metrics: usefulness, quality, ease of use, value, reliability, and popularity.

Advanced features such as auto-annotation, every tool in the box, and algorithmic assistance enable efficient and accurate data annotation. Support for various data formats, including images, videos, and 3D, making it a versatile tool for different industries and applications. Cloud-based storage and management capabilities, with support for AWS S3, Google Cloud Storage, and Azure Blob Storage, ensure secure and scalable data handling.

Steep learning curve due to the complexity of the platform and the need for machine learning expertise. Limited information on pricing and plans, making it difficult for potential users to assess the cost-benefit ratio. Dependence on internet connectivity and potential downtime may impact productivity and reliability.

cvat is a top-tier pick in the Automation space. With an overall score of 8.6/10, it stands out for teams and individuals who need .