Comparison

Label Your Data vs CVAT.ai

Label Your Data and CVAT.ai both land on Depends.

Label Your Data

Depends

Confidence: Medium

Buy if you run a genuine ML project with large image or video datasets and want to outsource labeling to a managed team.

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.

Label Your Data versus CVAT.ai
Compare	Label Your Data	CVAT.ai
Verdict	Depends	Depends
Best for	ML teams with large image/video datasets	Computer vision teams labeling images/video/3D
Who it's not for	Small jobs . a few hundred labels; DIY in-house instead	Solo users with one-off, small labeling jobs
Privacy	ISO 27001-certified and GDPR-compliant per company promo video; no independent audit findings in reviewed sources.^⁴	Open-source with public security policy, but 16 CVEs tracked since 2025, including XSS and missing-authorization flaws . patch self-hosted installs promptly.
Support quality	Client quote: fast, accurate, great communication	Docs and academy strong; engineers for enterprise
Public sentiment	Feedback in reviewed sources is limited to testimonials the company publishes itself; no independent ratings were found.^¹	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.^⁹
Biggest gotcha	No public pricing; per-label quotes swing with method, volume, complexity^¹	Steady CVE stream: patch self-hosted deployments quickly