Head-to-head · Video Annotation Software
Kollaborate vs 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 |
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| Cons |
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| 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 → |
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
- Kollaborate9.1/10 · Paid
A mature review hub with strong editing-app integrations and low-cost entry pricing.
Visit KollaborateFull verdict → - CVAT8.1/10 · Free plan
A capable annotation platform for machine-learning datasets, not conventional video review.
Visit CVATFull verdict →
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All video annotation software comparisons → · Full ranking →
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update







