FREEDOM251

Freedom251 › Compare

Side by side

CVAT vs LandingLens

Both stand on ai image segmentation software. Which one you can start free with, which one lets you read the code, and what each costs once you pay.

CVAT

Free plan APISelf-hostedWeb

CVAT combines varied annotation tools with review workflows, storage connections, and broad export options. Its Community edition omits several listed Enterprise capabilities, and the company says it lacks ISO 27001 and SOC 2 certifications.

Visit CVAT

LandingLens

Free plan APISelf-hostedWeb+1

LandingLens brings image labeling, model training, and several deployment options into one computer vision workflow. Check the Free plan’s credit, download, and noncommercial-use limits against your project needs.

Visit LandingLens

The facts

CVATLandingLens
Free planYesYes
Open sourceNot publishedNot published
Runs onAPI, Self-hosted, WebAPI, Self-hosted, Web, Windows
Lowest paid planSee the plansFree or on request
Plans published82
MakerNot publishedNot published
Websitecvat.ailanding.ai
On ai image segmentation software#1 of 33#2 of 33

CVAT: what it does well

  • Supports image, video, 3D, and audio labeling
  • Offers validation and acceptance review stages
  • Exports to more than 20 formats
  • Available as managed cloud or self-hosted

What to know first

  • Community lacks SSO and automated quality assurance
  • Community lacks SAM and built-in AI agent integrations
  • Does not currently hold ISO 27001 or SOC 2

LandingLens: what it does well

  • Build models through image uploading, labeling, and training
  • Label book supports consistent class definitions
  • Multiple users can label collaboratively
  • Cloud, edge, Windows App, and API deployment

What to know first

  • Free plan stops training and inference at 1,000 monthly credits
  • Free-plan model downloads limited to one active project
  • Free-plan use is noncommercial
  • Enterprise pricing requires contacting sales

Alternatives to CVAT Alternatives to LandingLens The whole list