CVAT vs LandingLens
CVAT
cvat.ai
LandingLens
landing.aiSide by side
| Figure | CVAT | LandingLens |
|---|---|---|
| Price from | $1.92/mo | Free |
| Free plan | Yes | Yes |
| Free trial | — | — |
| Open source | — | — |
| Web | Yes | Yes |
| Windows | — | Yes |
| API | Yes | Yes |
| Self-hosted | Yes | Yes |
| Plans published | 8 | 2 |
| Spec score · AI Image Segmentation Software | 8.3 (#2) | 8.7 (#1) |
| Deployment | CVAT is offered as a managed cloud service or as a self-hosted deployment, including on-premises and air-gapped options. | LandingLens offers cloud and edge deployment, with options ranging from a Windows App to a programmatic API. |
| Purpose | CVAT turns raw images, video, 3D data, and audio into labeled datasets for AI workflows. | LandingLens is a deep-learning computer vision platform for creating and testing AI projects without complex programming or AI expertise. |
| Security controls | CVAT lists encryption in transit and at rest, role-based access controls, SSO, access logging, and audit trails among its security features. | LandingAI says LandingLens provides SSO and role-based access control, and that data is encrypted in transit using TLS 1.2 or higher and at rest using AES-256. |
| Support | Enterprise Basic includes 24-hour email support with a 24-hour response SLA and a private helpdesk channel for urgent critical issues. | The pricing page lists community and in-product support, while customer success is included with Enterprise. |
Plans
CVAT
- CommunityFree
- CVAT Online FreeFree
- CVAT Online Solo Yearly$23 a year
- CVAT Online Team Yearly$23 a year
- CVAT Online Solo Monthly$33 a month
- CVAT Online Team Monthly$33 a month
- Enterprise Basic$12,000 a year
- Enterprise PremiumPriced on request
In their own words
CVAT
CVAT turns images, video, 3D data and audio into labeled datasets for AI workflows. Its annotation tools include boxes, masks, polygons, keypoints, skeletons and object tracks, with additional listed types such as cuboids, ellipses and tags. Teams can review jobs through validation and acceptance stages and assess quality using ground truth, honeypots and consensus workflows. Storage connections include Amazon S3, Azure Blob Storage, Google Cloud Storage, compatible buckets and self-hosted storage. CVAT names SAM 2, SAM 3, Ultralytics, Hugging Face and custom models as labeling aids. It exports to more than 20 formats, including COCO, YOLO, KITTI, Cityscapes and Pascal VOC, and offers API, SDK and CLI automation. Deployment can be managed in the cloud or self-hosted, including on-premises and air-gapped options. Free plans are available; online paid plans start at $23/user/mo billed annually. CVAT lists security controls but says it does not hold ISO 27001 or SOC 2 certifications.
LandingLens
LandingLens is a computer vision platform for building, training, and deploying image-based AI models without complex programming. Its workflow moves from uploading and labeling images to model training and deployment. A label book helps teams align on class and label definitions, and labeling tools can detect mislabeled images; multiple users can label together to build consensus. Models can be deployed to cloud or edge environments through options that include a Windows App and programmatic API, and teams can bring deployment data back for retraining. The platform supports managing projects across locations and teams. Deployment choices also include a Snowflake Native App that runs in the customer’s Snowflake environment and a VPC installation in customer AWS, Azure, or GCP environments on Kubernetes. The Free plan costs nothing and provides 1,000 credits per month, unlimited projects, three users, and up to 10,000 images per project. Training and inference stop at the credit limit; model downloads are limited to one active project and use is noncommercial. Enterprise pricing is available by contacting sales.