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CVAT

cvat.ai

From $1.92/mo Free plan WebAPISelf-hosted
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Spec score 8.3 #3 of 33 in AI Image Segmentation Software

What it is

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.

Spec sheet

Purpose
CVAT turns raw images, video, 3D data, and audio into labeled datasets for AI workflows.Read 29 Sep 2026 · cvat.ai
Deployment
CVAT is offered as a managed cloud service or as a self-hosted deployment, including on-premises and air-gapped options.Read 29 Sep 2026 · cvat.ai
Support
Enterprise Basic includes 24-hour email support with a 24-hour response SLA and a private helpdesk channel for urgent critical issues.Read 29 Sep 2026 · cvat.ai
Founded
2022Read 23 Sep 2026 · cvat.ai
AI integrations
The platform names SAM 2, SAM 3, Ultralytics, Hugging Face models, and custom models as ways to accelerate labeling.Read 29 Sep 2026 · cvat.ai
Annotation features
Its visual annotation tools include boxes, pixel masks, polygons, keypoints, skeletons, and object tracks.Read 29 Sep 2026 · cvat.ai
Certification limits
CVAT says it does not currently hold ISO 27001 or SOC 2 certifications.Read 29 Sep 2026 · cvat.ai
Community edition limits
The Enterprise page says Community lacks automated quality assurance, SSO, SAM integration, built-in AI agent integrations, and advanced reporting.Read 29 Sep 2026 · cvat.ai
Company history
CVAT began as an internal Intel tool in 2017, was released as open source in 2018, and spun out as an independent company in 2022.Read 29 Sep 2026 · cvat.ai
Exports and automation
CVAT exports data in more than 20 formats, including COCO, YOLO, KITTI, Cityscapes, and Pascal VOC, and supports automation through its API, SDK, and CLI.Read 29 Sep 2026 · cvat.ai
Quality control
Teams can review jobs through validation and acceptance stages and assess quality with ground truth, honeypots, and consensus workflows.Read 29 Sep 2026 · cvat.ai
Security controls
CVAT lists encryption in transit and at rest, role-based access controls, SSO, access logging, and audit trails among its security features.Read 29 Sep 2026 · cvat.ai
Storage integrations
CVAT supports Amazon S3, Azure Blob Storage, Google Cloud Storage, S3-compatible buckets, and self-hosted storage.Read 29 Sep 2026 · cvat.ai

Plans and prices

Community Free Limited plan for personal use and small teams · MIT license Read 29 Sep 2026 · cvat.ai
CVAT Online Free Free 1 member · 1 project · 3 tasks · 1 GB internal storage Read 29 Sep 2026 · cvat.ai
CVAT Online Solo Yearly $23 a year $23 / per month · Save 30% Unlimited plan for personal workspace only Read 29 Sep 2026 · cvat.ai
CVAT Online Team Yearly $23 a year $23/per user · $46 / per month for 2 seats · Save 30% 2–50 seats Read 29 Sep 2026 · cvat.ai
CVAT Online Solo Monthly $33 a month $33 / per month Unlimited plan for personal workspace only Read 29 Sep 2026 · cvat.ai
CVAT Online Team Monthly $33 a month $33/per user · $66 / per month for 2 seats 2–50 seats · pay as you go Read 29 Sep 2026 · cvat.ai
Enterprise Basic $12,000 a year $12,000 per year Single-instance deployment · essential support for critical issues Read 29 Sep 2026 · cvat.ai
Enterprise Premium Priced on request Custom Advanced deployment · customization · priority expert support · up to 3 instances · 100 dev hours Read 29 Sep 2026 · cvat.ai

Every CVAT plan and price →

Strong points and limits

Strong points

  • Supports multiple annotation types
  • Exports in more than 20 formats
  • Offers managed and self-hosted deployment
  • API, SDK and CLI support automation
  • Free plans are available

Limits

  • Community lacks SSO and automated quality assurance
  • No ISO 27001 or SOC 2 certification
  • Paid online plans start at $23/user/mo billed annually

Who it suits

CVAT suits individuals and teams preparing labeled datasets across image, video, 3D and audio workflows. Teams needing self-hosting, review stages, or automation can choose among its deployment and tooling options.

Verdict

CVAT covers a broad set of annotation and export workflows, with cloud and self-hosted deployment choices. Buyers should weigh the Community edition limits and the stated absence of ISO 27001 and SOC 2 certifications.

Where Specifiction places it

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