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Head-to-head · Video Annotation Software

FrameQuery vs CVAT

  • Updated Oct 2026
  • Both researched from official sources
  • 5 checks side by side
Higher score FrameQuery #3 in Video Annotation Software 9.0/10 Free plan Free plan✓ 3 of 5 features Visit FrameQuery
CVAT #8 in Video Annotation Software 8.1/10 Free plan Free plan✓ 0 of 5 features Visit CVAT

FrameQuery leads on 1 check, CVAT on 0, and 4 are even. Who comes out ahead on the 5 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreFrameQuery · 9.0/10
  • Lowest starting priceFrameQuery · $19/mo
  • Free planboth
  • Most featuresFrameQuery · 3 of 5

FrameQuery scores higher on our rubric for video annotation software: 9.0 against 8.1 out of 10; our editors rank them #3 and #8.

FrameQuery is cheaper to start at $19/user/mo against $23/user/mo.

FrameQuery is the better fit for AI-powered video search and annotation. CVAT is the better fit for computer-vision video and dataset annotation.

  • FrameQuery fits best

    AI-powered video search and annotation

  • 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 FrameQuery 9.0/10 Visit ↗ CVAT 8.1/10 Visit ↗
At a glance
Editor score 9.0 8.1
Ranking #3 in Video Annotation Software #8 in Video Annotation Software
Best for AI-powered video search and annotation Computer-vision video and dataset annotation
Pricing model Free plan + paid Free plan + paid
Starting price $19/mo (best) $23/mo
Free plan ✓ ✓
Free trial — —
Deployment Cloud, Desktop Cloud, Self-hosted
Platforms Web, Windows, macOS Web
Support Docs Community, Docs
Integrations 9 integrations 5 integrations
Built for Solo, Small business, Mid-market Solo, Small business, Mid-market, Enterprise
Features FrameQuery 3/5 · CVAT 0/5
Frame-accurate marking ✓ (best) Not checked yet
Drawing annotations ✓ (best) Not checked yet
Custom labels or fields Not checked yet Not checked yet
Review workflow ✓ (best) Not checked yet
Dataset export Not checked yet Not checked yet
Specs
Video length limit Not checked yet Not checked yet
Our review
Pros
  • Semantic search spans transcripts, scenes, objects, and people.
  • Frame-accurate comments, drawings, threads, and approval workflows.
  • Supports 50+ formats with FCPXML, EDL, and LosslessCut exports.
  • 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
  • Cloud-hosted sharing and review begin with the Pro plan.
  • The listed platform coverage is web, Windows, and macOS.
  • The Developer API is planned and not yet available.
  • 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

FrameQuery is a video analysis and search application for editors, post-production teams, filmmakers, and other video professionals. It indexes footage through transcripts, scene descriptions, object recognition, face recognition, and…

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. FrameQueryVideo Annotation Software 9.0Free plan
  2. CVATVideo Annotation Software 8.1Free plan

Strengths and trade-offs

  • FrameQuery — where it wins

    • Semantic search spans transcripts, scenes, objects, and people.
    • Frame-accurate comments, drawings, threads, and approval workflows.
    • Supports 50+ formats with FCPXML, EDL, and LosslessCut exports.

    Where it doesn't

    • Cloud-hosted sharing and review begin with the Pro plan.
    • The listed platform coverage is web, Windows, and macOS.
    • The Developer API is planned and not yet available.

  • 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

All video annotation software comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update