Deepen AI vs LightlyStudio
Deepen AI
deepen.aiLightlyStudio
lightly.aiSide by side
| Figure | Deepen AI | LightlyStudio |
|---|---|---|
| Price from | — | Free |
| Free plan | — | Yes |
| Free trial | — | Yes |
| Open source | — | Yes |
| Web | Yes | Yes |
| Windows | — | Yes |
| macOS | — | Yes |
| Linux | — | Yes |
| API | Yes | Yes |
| Self-hosted | Yes | Yes |
| Plans published | 0 | 4 |
| Spec score · Data Labeling Software | 7.7 (#16) | 8.5 (#4) |
| Annotation | Annotate supports 2D and 3D labeling, including bounding boxes, segmentation, keypoints, point-cloud labeling, multi-sensor fusion, and sequence tracking. | The product supports classification, object-detection and segmentation annotations that can be edited in the GUI or through Python. |
| Curation | Deepen Curate deduplicates sensor data, searches clips and frames, and mines rare scenarios and long-tail edge cases before labeling. | It automatically creates embeddings and supports metadata filtering, text or image similarity search, deduplication, outlier detection, diversity sampling and class balancing. |
| Deployment | The listed deployment options are managed cloud, virtual private cloud, on-premises, and air-gapped environments. | LightlyStudio Enterprise is offered as a Lightly-hosted service or as an on-premise deployment; the on-premise option can run fully offline and air-gapped. |
| Headquarters | Santa Clara, California, United States | Zurich, Switzerland |
| Product | Deepen AI describes itself as data infrastructure for Physical AI, connecting calibration, capture, curation, annotation, and validation. | LightlyStudio combines computer vision data curation, annotation, quality assurance, evaluation, and dataset management in one app. |
| Support | The Services page describes a dedicated program manager as the point of contact for an engagement. | The Open Source plan lists no customer support; the on-premise offering includes dedicated engineering support. |
Plans
LightlyStudio
- Open SourceFree
- Open SourceFree
- Lightly-HostedPriced on request
- On-PremisePriced on request
In their own words
Deepen AI
Deepen AI provides connected data infrastructure for Physical AI, linking sensor calibration, capture, curation, annotation, and validation. Deepen Calibrate aligns camera, LiDAR, radar, and IMU sensors to a shared frame; the site reports under 0.8-pixel reprojection error and sub-1° angular error. Deepen Curate deduplicates sensor data, searches clips and frames, and surfaces rare or long-tail scenarios before labeling. Deepen Annotate handles 2D and 3D labels, including boxes, segmentation, keypoints, point clouds, and multi-frame tracking. Deepen Validate scores scenario coverage, audits and compares labels, prioritizes risky frames for review, and records signed audit trails. REST APIs and SDKs connect products to customer pipelines. Supported formats include ROS 2, MCAP, nuScenes, HDF5, Parquet, COCO, Rosbag, Zarr, KITTI, ORC, Pascal, WebDataset, and ASAM OpenLABEL. Deployment spans managed cloud, VPC, on-premises, and air-gapped environments. Pricing is on request.
LightlyStudio
LightlyStudio has no write-up on Specifiction yet; its figures are above.