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Head-to-head · Image Annotation Software

CVAT vs Roboflow

  • Updated Oct 2026
  • Both researched from official sources
  • 4 checks side by side
Higher score CVAT #2 in Image Annotation Software 8.9/10 Free plan Free plan✓ 3 of 3 features Visit CVAT
Roboflow #4 in Image Annotation Software 8.7/10 Free plan · 14-day trial Free planFree trial✓ 3 of 3 features Visit Roboflow

CVAT leads on 0 checks, Roboflow on 0, and 4 are even. Who comes out ahead on the 4 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreCVAT · 8.9/10
  • Free planboth
  • Free trialonly Roboflow

CVAT scores higher on our rubric for image annotation software: 8.9 against 8.7 out of 10; our editors rank them #2 and #4.

CVAT is the better fit for open-source teams needing a complete CV workflow. Roboflow is the better fit for teams needing annotation plus model deployment.

  • CVAT fits best

    Open-source teams needing a complete CV workflow

  • Roboflow fits best

    Teams needing annotation plus model deployment

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Side by side

Feature CVAT 8.9/10 Visit ↗ Roboflow 8.7/10 Visit ↗
At a glance
Editor score 8.9 8.7
Ranking #2 in Image Annotation Software #4 in Image Annotation Software
Best for Open-source teams needing a complete CV workflow Teams needing annotation plus model deployment
Pricing model Free plan + paid Free plan + paid
Starting price $23/mo —
Free plan ✓ ✓
Free trial — 14 days
Deployment Cloud, Self-hosted Cloud, Self-hosted, Mobile
Platforms Web Web, iOS, Android
Support Community, Docs Email, Live chat, Community, Docs · 24/7
Compliance GDPR, SSO/SAML SOC 2, HIPAA, PCI DSS
Integrations 5 integrations 16 integrations
Built for Solo, Small business, Mid-market, Enterprise Small business, Mid-market, Enterprise
Features CVAT 3/3 · Roboflow 3/3
Model-assisted labeling ✓ ✓
Team collaboration ✓ ✓
API access ✓ ✓
Specs
Annotation types Rectangle/bounding box, polygon, polyline, points, ellipse, cuboid, skeleton, tag, brush/mask bounding boxes, polygons, segmentation masks, classification labels, keypoints
Image formats JPEG, PNG, BMP, GIF, PPM, TIFF JPG, PNG, WEBP, AVIF, BMP
Dataset export CVAT XML, Datumaro JSON, COCO JSON, YOLO, Pascal VOC, Cityscapes, KITTI, Open Images, MOT, and others JSON, XML, CSV, TXT, and 30+ additional formats
Our review
Pros
  • Supports image, video, and 3D annotation with many annotation types
  • Offers AI-assisted workflows, REST API, Python SDK, and CLI
  • Exports to major computer-vision formats and connects to cloud storage
  • Supports boxes, polygons, masks, classification labels, and keypoints
  • Combines AI labeling, dataset management, training, and deployment
  • Offers cloud, edge, self-hosted, REST API, and SDK access
Cons
  • Free plan supports only 1–2 members
  • Solo plans are limited to a personal workspace
  • Enterprise deployment starts at $12,000 per year
  • The Public plan requires data and models to be open source
  • Core costs $79/month annually or $99/month monthly
  • Enterprise features use custom pricing
Our verdict

CVAT is a visual data annotation platform for creating training datasets from images, video, and 3D data. It is aimed at computer vision and AI teams that need manual labeling, AI-assisted detection, segmentation or tracking, dataset…

Read the review →

Roboflow is a computer vision platform for developers, researchers, and enterprises that need image annotation alongside model development and deployment. Its browser-based workspace supports bounding boxes, polygons, segmentation masks,…

Read the review →
  1. CVATImage Annotation Software 8.9Free plan
  2. RoboflowImage Annotation Software 8.7Free plan · 14-day trial

Strengths and trade-offs

  • CVAT — where it wins

    • Supports image, video, and 3D annotation with many annotation types
    • Offers AI-assisted workflows, REST API, Python SDK, and CLI
    • Exports to major computer-vision formats and connects to cloud storage

    Where it doesn't

    • Free plan supports only 1–2 members
    • Solo plans are limited to a personal workspace
    • Enterprise deployment starts at $12,000 per year
  • Roboflow — where it wins

    • Supports boxes, polygons, masks, classification labels, and keypoints
    • Combines AI labeling, dataset management, training, and deployment
    • Offers cloud, edge, self-hosted, REST API, and SDK access

    Where it doesn't

    • The Public plan requires data and models to be open source
    • Core costs $79/month annually or $99/month monthly
    • Enterprise features use custom pricing
  • CVAT8.9/10 · Free plan

    A broad CV workflow spanning manual, AI-assisted, collaborative, and programmatic annotation.

    Visit CVATFull verdict →
  • Roboflow8.7/10 · Free plan · 14-day trial

    A broad image annotation and deployment platform with a free public tier and paid private-data plans.

    Visit RoboflowFull verdict →

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update