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Head-to-head · Video Annotation Software

Frame.io vs CVAT

  • Updated Oct 2026
  • Both researched from official sources
  • 2 checks side by side
Higher score Frame.io #1 in Video Annotation Software 9.3/10 Free plan Free plan✓ 0 of 5 features Visit Frame.io
CVAT #8 in Video Annotation Software 8.1/10 Free plan Free plan✓ 0 of 5 features Visit CVAT

Frame.io leads on 1 check, CVAT on 0, and 1 is even. Who comes out ahead on the 2 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreFrame.io · 9.3/10
  • Lowest starting priceFrame.io · $15/user/mo
  • Free planboth

Frame.io scores higher on our rubric for video annotation software: 9.3 against 8.1 out of 10; our editors rank them #1 and #8.

Frame.io is cheaper to start at $15/user/mo against $23/user/mo.

Frame.io is the better fit for professional video review teams. CVAT is the better fit for computer-vision video and dataset annotation.

  • Frame.io fits best

    Professional video review teams

  • CVAT fits best

    Computer-vision video and dataset annotation

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. How we rank.

Side by side

Feature Frame.io 9.3/10 Visit ↗ CVAT 8.1/10 Visit ↗
At a glance
Editor score 9.3 8.1
Ranking #1 in Video Annotation Software #8 in Video Annotation Software
Best for Professional video review teams Computer-vision video and dataset annotation
Pricing model Free plan + paid Free plan + paid
Starting price $15/user/mo (best) $23/mo
Free plan ✓ ✓
Free trial — —
Deployment Cloud, Desktop, Mobile Cloud, Self-hosted
Platforms Web, macOS, iOS Web
Support Email, Live chat, Docs Community, Docs
Compliance SOC 2, ISO 27001, SSO/SAML GDPR, SSO/SAML
Integrations 12 integrations 5 integrations
Built for Small business, Mid-market, Enterprise Solo, Small business, Mid-market, Enterprise
Features Frame.io 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
  • Frame-accurate comments, annotations, and version comparison
  • Approval workflows with guest review and custom-branded shares
  • Integrations across Adobe, editing, automation, and work tools
  • 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
  • Free plan limits teams to 2 members, 2GB, and 2 projects
  • Paid monthly plans add per-member costs as teams grow
  • Some advanced controls require the Enterprise plan
  • 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

Frame.io is a cloud platform for uploading, organizing, reviewing, approving, and sharing video and other creative assets. It is designed for video, design, marketing, agency, brand, and media and entertainment teams that need structured…

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. Frame.ioVideo Annotation Software 9.3Free plan
  2. CVATVideo Annotation Software 8.1Free plan

Strengths and trade-offs

  • Frame.io — where it wins

    • Frame-accurate comments, annotations, and version comparison
    • Approval workflows with guest review and custom-branded shares
    • Integrations across Adobe, editing, automation, and work tools

    Where it doesn't

    • Free plan limits teams to 2 members, 2GB, and 2 projects
    • Paid monthly plans add per-member costs as teams grow
    • Some advanced controls require the Enterprise plan

  • 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
  • Frame.io9.3/10 · Free plan

    Frame-accurate review, approvals, version comparison, and production-tool integrations.

    Visit Frame.ioFull 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