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Deepen AI
Santa Clara, California, United States
What it is
Deepen AI is a data infrastructure stack for Physical AI teams. It connects sensor calibration, data capture, curation, annotation, and validation in one workflow. Deepen Calibrate aligns camera, LiDAR, radar, and IMU sensors to a shared frame; the company states 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 supports 2D and 3D labels such as boxes, segmentation, keypoints, point clouds, and multi-frame tracking. Deepen Validate measures scenario coverage, audits and compares label sets, prioritizes risky frames for review, and records signed audit trails. REST APIs and SDKs connect products to customer pipelines. Deployment options include managed cloud, VPC, on-premises, and air-gapped environments. Supported formats include ROS 2, MCAP, COCO, HDF5, Parquet, and others. Pricing is available on request.
For and against
For
- Covers calibration through validation
- Supports 2D and 3D annotation
- Offers API and SDK access
- Air-gapped deployment is available
- Lists many data formats
Against
- Pricing requires a quote
- Refinery marketplace is still launching soon
The verdict
Deepen AI brings calibration, curation, labeling, and validation into a connected Physical AI workflow. Its APIs, broad format support, and deployment choices fit teams with specialized infrastructure requirements.
Who it suits
Deepen AI suits Physical AI teams in automotive, robotics, energy, and industrial systems, including safety-critical autonomy programs. It is intended for organizations needing connected data workflows and controlled deployment options.
On the record
- Annotation
- Annotate supports 2D and 3D labeling, including bounding boxes, segmentation, keypoints, point-cloud labeling, multi-sensor fusion, and sequence tracking.deepen.ai · read 5 Oct 2026
- API access
- Deepen provides API documentation, and its calibration APIs require an access token.help.deepen.ai · read 5 Oct 2026
- API and SDKs
- Deepen says its REST API and SDKs can connect its products to customers’ own pipelines.deepen.ai · read 4 Oct 2026
- Calibration
- Deepen Calibrate aligns camera, LiDAR, radar, and IMU sensors to a shared frame, with the site reporting under 0.8-pixel reprojection error.deepen.ai · read 4 Oct 2026
- Curation
- Deepen Curate deduplicates sensor data, searches clips and frames, and mines rare scenarios and long-tail edge cases before labeling.deepen.ai · read 4 Oct 2026
- Curation deployment
- Curate is offered in cloud, VPC, or on-premises, with data residency options and indexing in place.deepen.ai · read 5 Oct 2026
- Curation pricing
- Curate is quoted per program based on archive size and scope; the page says it does not use a rate card.deepen.ai · read 5 Oct 2026
- Data formats
- The listed formats include ASAM OpenLabel, LeRobot, ROS 2, MCAP, nuScenes, HDF5, Parquet, COCO, Rosbag, Zarr, KITTI, ORC, Pascal, and WebDataset.deepen.ai · read 5 Oct 2026
- Data handling
- Deepen says it does not keep customer data and describes itself as neutral, with no competing models.deepen.ai · read 5 Oct 2026
- Dataset curation
- Curate deduplicates sensor data, searches clips and frames, and surfaces rare scenarios and long-tail cases before labeling.deepen.ai · read 5 Oct 2026
- Deployment
- The listed deployment options are managed cloud, virtual private cloud, on-premises, and air-gapped environments.deepen.ai · read 4 Oct 2026
- Industries
- The company describes its stack for automotive, robotics, energy, and industrial systems.deepen.ai · read 5 Oct 2026
- Integrations and formats
- The site lists ASAM OpenLABEL, LeRobot, ROS 2, MCAP, nuScenes, HDF5, Parquet, COCO, Rosbag, Zarr, KITTI, ORC, Pascal, and WebDataset as supported formats.deepen.ai · read 4 Oct 2026
- Marketplace availability
- Deepen Refinery is described as a beta launching soon, with dataset discovery, licensing, and deployment into training environments.deepen.ai · read 4 Oct 2026
- Marketplace status
- Deepen Refinery is described on the homepage as a marketplace beta launching soon.deepen.ai · read 5 Oct 2026
- Pricing limit
- Curate is quoted per program based on archive size and scope, and the site directs customers to contact Deepen for a quote.deepen.ai · read 4 Oct 2026
- Product
- Deepen AI describes itself as data infrastructure for Physical AI, connecting calibration, capture, curation, annotation, and validation.deepen.ai · read 4 Oct 2026
- Purpose
- Deepen AI provides a connected data infrastructure stack for Physical AI, covering calibration, capture, curation, annotation, and validation.deepen.ai · read 5 Oct 2026
