CVAT vs Roboflow
A side-by-side comparison of CVAT and Roboflow, two Vision tools, drawn from Ignaite's continuously-verified listings.
Compared from listings verified as of
At a glance
The honest brief
CVAT
One of the most widely deployed open-source CV labeling tools — millions of self-hosted installs, deep video tooling, and free MIT self-hosting.
- Boxes, polygons, keypoints, 3D, and video
- SAM 2/3-assisted auto-labeling
- Self-host, hosted Online, or Enterprise tiers
- Large community: 15k+ GitHub stars
- Self-hosting needs Docker ops effort
- Annotation only — no model training built in
Roboflow
Owns the full annotate-train-deploy loop for custom vision models — the choice when an LLM isn't the answer.
- End-to-end vision MLOps
- Auto-labeling and dataset tools
- Hosted training plus edge deploy
- Large public dataset/model hub
- Free tier caps usage and privacy
- Geared to detection/classification, not LLMs
- Costs climb with scale and seats