CVAT vs dfine.io Review
CVAT
cvat.ai
dfine.io Review
dfine.ioSide by side
| Figure | CVAT | dfine.io Review |
|---|---|---|
| Price from | $1.92/mo | €59/mo |
| Free plan | Yes | Yes |
| Free trial | — | — |
| Open source | — | — |
| Web | Yes | Yes |
| macOS | — | Yes |
| API | Yes | — |
| Self-hosted | Yes | — |
| Plans published | 8 | 4 |
| Spec score · Video Annotation Software | 8.4 (#10) | 8.3 (#12) |
| Support | Enterprise Basic includes 24-hour email support with a 24-hour response SLA and a private helpdesk channel for urgent critical issues. | The site offers demo requests by email, and its custom plan includes personal, dedicated support. |
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
dfine.io Review
- FREEFree
- STARTER€59 a month
- STUDIO€179 a month
- CustomPriced 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.
dfine.io Review
dfine.io Review has no write-up on Specifiction yet; its figures are above.