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Head-to-head · Video Annotation Software

Kollaborate vs CVAT

  • Updated Oct 2026
  • Both researched from official sources
  • 1 check side by side
Higher score Kollaborate #2 in Video Annotation Software 9.1/10 Paid ✓ 0 of 5 features Visit Kollaborate
CVAT #8 in Video Annotation Software 8.1/10 Free plan Free plan✓ 0 of 5 features Visit CVAT

Kollaborate leads on 0 checks, CVAT on 1, and 0 are even. Who comes out ahead on the 1 yes/no, price and count check where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreKollaborate · 9.1/10
  • Free planonly CVAT

Kollaborate scores higher on our rubric for video annotation software: 9.1 against 8.1 out of 10; our editors rank them #2 and #8.

CVAT offers free plan; Kollaborate doesn't.

Kollaborate is the better fit for budget-conscious production teams. CVAT is the better fit for computer-vision video and dataset annotation.

  • Kollaborate fits best

    Budget-conscious production teams

  • CVAT fits best

    Computer-vision video and dataset annotation

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Side by side

Feature Kollaborate 9.1/10 Visit ↗ CVAT 8.1/10 Visit ↗
At a glance
Editor score 9.1 8.1
Ranking #2 in Video Annotation Software #8 in Video Annotation Software
Best for Budget-conscious production teams Computer-vision video and dataset annotation
Pricing model Paid Free plan + paid
Starting price $60/yr $23/mo
Free plan — ✓ (best)
Free trial — —
Deployment Cloud, Self-hosted, Desktop, Mobile Cloud, Self-hosted
Platforms Web, Windows, macOS, iOS Web
Support Email, Tickets, Docs Community, Docs
Compliance 2FA GDPR, SSO/SAML
Integrations 7 integrations 5 integrations
Built for Solo, Small business, Mid-market, Enterprise Solo, Small business, Mid-market, Enterprise
Features Kollaborate 0/5 · CVAT 0/5
Frame-accurate marking Not checked yet Not checked yet
Drawing annotations Not checked yet Not checked yet
Custom labels or fields Not checked yet Not checked yet
Review workflow Not checked yet Not checked yet
Dataset export Not checked yet Not checked yet
Specs
Video length limit Not checked yet Not checked yet
Our review
Pros
  • Timecoded comments, drawing annotations, and synchronized version comparison
  • Integrations with Premiere Pro, Avid, DaVinci Resolve, Final Cut Pro, and Pro Tools
  • Cloud or self-hosted deployment across web, desktop, and iOS
  • 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
  • There is no free plan
  • Basic and Freelance plans include no team members
  • The listed Small Business plan is limited to five team members
  • 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

Kollaborate is a cloud and self-hosted collaboration platform for video professionals, post-production teams, freelancers, and organizations. It combines browser-based media playback with timecode-stamped comments, drawing annotations,…

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. KollaborateVideo Annotation Software 9.1Paid
  2. CVATVideo Annotation Software 8.1Free plan

Strengths and trade-offs

  • Kollaborate — where it wins

    • Timecoded comments, drawing annotations, and synchronized version comparison
    • Integrations with Premiere Pro, Avid, DaVinci Resolve, Final Cut Pro, and Pro Tools
    • Cloud or self-hosted deployment across web, desktop, and iOS

    Where it doesn't

    • There is no free plan
    • Basic and Freelance plans include no team members
    • The listed Small Business plan is limited to five team members
  • 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

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update