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Head-to-head · Video Annotation Software

Tator vs CVAT

  • Updated Oct 2026
  • Both researched from official sources
  • 6 checks side by side
Higher score Tator #7 in Video Annotation Software 8.2/10 Pricing on request · 30-day trial Free trial✓ 5 of 5 features Visit Tator
CVAT #8 in Video Annotation Software 8.1/10 Free plan Free plan✓ 0 of 5 features Visit CVAT

Tator leads on 0 checks, CVAT on 0, and 6 are even. Who comes out ahead on the 6 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreTator · 8.2/10
  • Free planonly CVAT
  • Free trialonly Tator
  • Most featuresTator · 5 of 5

Tator scores higher on our rubric for video annotation software: 8.2 against 8.1 out of 10; our editors rank them #7 and #8.

Tator is the better fit for teams labeling video frames and object tracks. CVAT is the better fit for computer-vision video and dataset annotation.

  • Tator fits best

    Teams labeling video frames and object tracks

  • CVAT fits best

    Computer-vision video and dataset annotation

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Side by side

Feature Tator 8.2/10 Visit ↗ CVAT 8.1/10 Visit ↗
At a glance
Editor score 8.2 8.1
Ranking #7 in Video Annotation Software #8 in Video Annotation Software
Best for Teams labeling video frames and object tracks Computer-vision video and dataset annotation
Pricing model Paid Free plan + paid
Starting price Pricing on request · 30-day trial $23/mo
Free plan Not checked yet ✓ (best)
Free trial 30 days —
Deployment Cloud, Self-hosted Cloud, Self-hosted
Platforms Web Web
Support Email, Phone · 24/7 Community, Docs
Integrations 3 integrations 5 integrations
Built for Small business, Mid-market, Enterprise Solo, Small business, Mid-market, Enterprise
Features Tator 5/5 · CVAT 0/5
Frame-accurate marking ✓ (best) Not checked yet
Drawing annotations ✓ (best) Not checked yet
Custom labels or fields ✓ (best) Not checked yet
Review workflow ✓ (best) Not checked yet
Dataset export ✓ (best) Not checked yet
Specs
Video length limit Not checked yet Not checked yet
Our review
Pros
  • Frame stepping and playback controls support frame-accurate review.
  • Create spatial localizations, object tracks, frame ranges, and event labels.
  • REST API, Python and JavaScript clients, and self-hosting support varied workflows.
  • Supports image, video, and 3D annotation with extensive shape tools
  • AI-assisted labeling, review workflows, APIs, SDKs, and CLI access
  • Open-source, cloud, and self-hosted deployment options
Cons
  • Enterprise pricing is customized rather than published.
  • The advertised 30-day trial is for qualified customers.
  • Its annotation and dataset-management focus may exceed simpler labeling needs.
  • More specialized for machine-learning datasets than conventional video review
  • Advanced capabilities may require setup across projects, tasks, and workflows
  • Enterprise self-hosting is priced at $12,000 per year
Our verdict

Tator is a web platform for hosting, organizing, streaming, and analyzing video and image datasets. It is aimed at teams working on computer-vision workflows that need to label frames, objects, tracks, activities, and events with…

Read the review →

CVAT is a visual data annotation platform for teams creating training datasets from images, video, and 3D data. It supports rectangles, polygons, polylines, points, ellipses, cuboids, skeletons, tags, and brush tools, along with annotation…

Read the review →
  1. TatorVideo Annotation Software 8.2Pricing on request · 30-day trial
  2. CVATVideo Annotation Software 8.1Free plan

Strengths and trade-offs

  • Tator — where it wins

    • Frame stepping and playback controls support frame-accurate review.
    • Create spatial localizations, object tracks, frame ranges, and event labels.
    • REST API, Python and JavaScript clients, and self-hosting support varied workflows.

    Where it doesn't

    • Enterprise pricing is customized rather than published.
    • The advertised 30-day trial is for qualified customers.
    • Its annotation and dataset-management focus may exceed simpler labeling needs.

  • CVAT — where it wins

    • Supports image, video, and 3D annotation with extensive shape tools
    • AI-assisted labeling, review workflows, APIs, SDKs, and CLI access
    • Open-source, cloud, and self-hosted deployment options

    Where it doesn't

    • More specialized for machine-learning datasets than conventional video review
    • Advanced capabilities may require setup across projects, tasks, and workflows
    • Enterprise self-hosting is priced at $12,000 per year
  • Tator8.2/10 · Pricing on request · 30-day trial

    A video labeling platform for frame annotations, object tracks, and AI-assisted workflows.

    Visit TatorFull verdict →
  • CVAT8.1/10 · Free plan

    A capable annotation platform for machine-learning datasets, not conventional video review.

    Visit CVATFull verdict →

More comparisons

All video annotation software comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update