CVAT vs NVIDIA TAO Toolkit
CVAT
cvat.aiNVIDIA TAO Toolkit
developer.nvidia.comSide by side
| Figure | CVAT | NVIDIA TAO Toolkit |
|---|---|---|
| Price from | $1.92/mo | Free |
| Free plan | Yes | Yes |
| Free trial | — | — |
| Open source | — | — |
| Web | Yes | — |
| Linux | — | Yes |
| API | Yes | — |
| Self-hosted | Yes | Yes |
| Plans published | 8 | 1 |
| Spec score · AI Image Segmentation Software | 8.3 (#3) | 7.5 (#7) |
| Deployment | CVAT is offered as a managed cloud service or as a self-hosted deployment, including on-premises and air-gapped options. | NVIDIA says TAO-trained models can be deployed in cloud, data center, edge, and embedded environments using NVIDIA deployment platforms and tools. |
| Purpose | CVAT turns raw images, video, 3D data, and audio into labeled datasets for AI workflows. | NVIDIA TAO provides skills and tools for post-training vision language and vision foundation models using natural-language agentic workflows. |
| Support | Enterprise Basic includes 24-hour email support with a 24-hour response SLA and a private helpdesk channel for urgent critical issues. | NVIDIA provides TAO documentation, a quick start guide, tutorials, notebooks, release notes, and a developer forum. |
Plans
CVAT
- CommunityFree
- CVAT Online FreeFree
- CVAT Online Solo Yearly$23 a year
- CVAT Online Team Yearly$23 a year
- CVAT Online Solo Monthly$33 a month
- CVAT Online Team Monthly$33 a month
- Enterprise Basic$12,000 a year
- Enterprise PremiumPriced on request
In their own words
CVAT
CVAT turns images, video, 3D data and audio into labeled datasets for AI workflows. Its annotation tools include boxes, masks, polygons, keypoints, skeletons and object tracks, with additional listed types such as cuboids, ellipses and tags. Teams can review jobs through validation and acceptance stages and assess quality using ground truth, honeypots and consensus workflows. Storage connections include Amazon S3, Azure Blob Storage, Google Cloud Storage, compatible buckets and self-hosted storage. CVAT names SAM 2, SAM 3, Ultralytics, Hugging Face and custom models as labeling aids. It exports to more than 20 formats, including COCO, YOLO, KITTI, Cityscapes and Pascal VOC, and offers API, SDK and CLI automation. Deployment can be managed in the cloud or self-hosted, including on-premises and air-gapped options. Free plans are available; online paid plans start at $23/user/mo billed annually. CVAT lists security controls but says it does not hold ISO 27001 or SOC 2 certifications.
NVIDIA TAO Toolkit
NVIDIA TAO Toolkit has no write-up on Specifiction yet; its figures are above.