CVAT.ai
Depends
Confidence: Medium
Buy if your team labels images, video, or 3D data regularly and wants AI-assisted annotation with QA workflows and a free self-hosted option.
New check
Comparison
CVAT.ai vs Roboflow
CVAT.ai and Roboflow both land on Depends.
Roboflow
Depends
Confidence: Medium
Buy if your team continuously builds, labels, or deploys computer vision models and wants one hosted platform.
| Compare | ||
|---|---|---|
| Verdict | Depends | Depends |
| Best for | Computer vision teams labeling images/video/3D | Teams building custom vision models |
| Who it's not for | Solo users with one-off, small labeling jobs | One-off projects . train one model, never return |
| Privacy | Open-source with public security policy, but 16 CVEs tracked since 2025, including XSS and missing-authorization flaws . patch self-hosted installs promptly.11 | Trust center, SOC2/PCI claims; one high-severity vulnerability flagged in open-source inference package (Sep 2026). |
| Support quality | Docs and academy strong; engineers for enterprise | No support quality evidence in sources |
| Public sentiment | Users rate CVAT 4.5/5 on G2, favoring its AI and polygon tools for quality datasets, though some Reddit users hunt alternatives for video annotation.² | Beginners and small teams praise the UI and approachability, while long-time users complain the new pricing costs more for less. |
| Biggest gotcha | Steady CVE stream: patch self-hosted deployments quickly10 | Pricing restructured recently; legacy basic tier was $65/month . users say new plans cost more for less |
Pick CVAT.ai when
- Computer vision teams labeling images/video/3D
- ML teams needing QA and review workflows
- Teams wanting open-source self-hosting
- Orgs outsourcing labeling to experts
When CVAT.ai is not a fit
- Solo users with one-off, small labeling jobs
- Guess: NLP, audio, or tabular data labeling projects
- Buyers with no DevOps help who want turnkey SaaS
- Teams without an ML pipeline to feed
Pick Roboflow when
- Teams building custom vision models
- Developers wanting hosted inference APIs
- Image/video dataset labeling
- Regulated industries needing SOC2
When Roboflow is not a fit
- One-off projects . train one model, never return
- Tight budgets; Label Studio is free and open-source
- Non-vision workloads . strictly image/video tooling
- Anyone needing proven support SLAs . no evidence found
Sources
official
- CVAT Reviews . G2g2.comreview
- CVAT.ai seller page . G2g2.comreview
- CVAT on GitHubgithub.comofficial
- CVAT Online Pricingcvat.aiofficial
- CVAT Enterprise Pricingcvat.aiofficial
- Reddit: Reliable data annotation tool?reddit.comreview
- OpenCVE: CVAT CVEsapp.opencve.iosecurity
- NVD CVE-2026-44369nvd.nist.govsecurity
- GitHub advisory GHSA-w6mx-95ff-72cvgithub.comsecurity
- CVAT.ai revenue . GetLatkagetlatka.comnews
- CVAT.ai company profile . PitchBookpitchbook.comnews
- CVAT details . CheckThat.aicheckthat.ainews
- Best data labeling tools . SuperAnnotatesuperannotate.comreview
- ProMetronics case studycvat.aiofficial