Deepen AI
Deepen AI provides data infrastructure for Physical AI, connecting sensor calibration, data curation, annotation, and validation.
What Deepen AI is
Deepen AI provides data infrastructure for Physical AI, connecting sensor calibration, data 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. Deepen Curate deduplicates sensor data, searches clips and frames, and surfaces rare scenarios before labeling. Deepen Annotate supports 2D and 3D work, including bounding boxes, segmentation, keypoints, point clouds, and multi-frame tracking. Deepen Validate scores scenario coverage, audits and compares label sets, identifies risky frames for human review, and records signed audit trails. The company lists supported formats including ROS 2, MCAP, nuScenes, HDF5, Parquet, COCO, Rosbag, Zarr, KITTI, and WebDataset, among others. REST APIs and SDKs connect its products to customer pipelines. Deployment options include managed cloud, virtual private cloud, on-premises, and air-gapped environments. Deepen presents its tools for Physical AI teams in automotive, robotics, energy, and industrial systems, including safety-critical autonomy programs. Pricing is available on request; Curate is quoted per program based on archive size and scope.
Good
- Covers calibration, curation, annotation, and validation
- Supports 2D and 3D annotation
- REST API and SDK access
- Offers cloud, VPC, on-premises, and air-gapped deployment
- Lists a wide range of data formats
Watch out
- Pricing is available on request
- Curate is quoted per program based on archive size and scope
Who it suits
Deepen AI is aimed at Physical AI teams in automotive, robotics, energy, and industrial systems. Its connected data workflows may suit programs that need sensor calibration, dataset labeling, and validation.
Verdict
Deepen AI brings several Physical AI data workflows into one stack, with API and SDK access and multiple deployment options. Teams should request a quote to assess pricing for their program.
The facts
Each one read from Deepen AI's own pages, with the date it was checked.
What it does
- Annotation
- Annotate supports 2D and 3D labeling, including bounding boxes, segmentation, keypoints, point-cloud labeling, multi-sensor fusion, and sequence tracking.checked 5 Oct 2001
- API access
- Deepen provides API documentation, and its calibration APIs require an access token.checked 5 Oct 2001
- API and SDKs
- Deepen says its REST API and SDKs can connect its products to customers’ own pipelines.checked 4 Oct 2001
- Calibration
- Deepen Calibrate aligns camera, LiDAR, radar, and IMU sensors to a shared frame, with the site reporting under 0.8-pixel reprojection error.checked 4 Oct 2001
- Curation
- Deepen Curate deduplicates sensor data, searches clips and frames, and mines rare scenarios and long-tail edge cases before labeling.checked 4 Oct 2001
- Curation deployment
- Curate is offered in cloud, VPC, or on-premises, with data residency options and indexing in place.checked 5 Oct 2001
- Curation pricing
- Curate is quoted per program based on archive size and scope; the page says it does not use a rate card.checked 5 Oct 2001
- Data formats
- The listed formats include ASAM OpenLabel, LeRobot, ROS 2, MCAP, nuScenes, HDF5, Parquet, COCO, Rosbag, Zarr, KITTI, ORC, Pascal, and WebDataset.checked 5 Oct 2001
- Data handling
- Deepen says it does not keep customer data and describes itself as neutral, with no competing models.checked 5 Oct 2001
- Dataset curation
- Curate deduplicates sensor data, searches clips and frames, and surfaces rare scenarios and long-tail cases before labeling.checked 5 Oct 2001
- Deployment
- The listed deployment options are managed cloud, virtual private cloud, on-premises, and air-gapped environments.checked 4 Oct 2001
- Industries
- The company describes its stack for automotive, robotics, energy, and industrial systems.checked 5 Oct 2001
- 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.checked 4 Oct 2001
- Marketplace availability
- Deepen Refinery is described as a beta launching soon, with dataset discovery, licensing, and deployment into training environments.checked 4 Oct 2001
- Marketplace status
- Deepen Refinery is described on the homepage as a marketplace beta launching soon.checked 5 Oct 2001
- Pricing limit
- Curate is quoted per program based on archive size and scope, and the site directs customers to contact Deepen for a quote.checked 4 Oct 2001
- Product
- Deepen AI describes itself as data infrastructure for Physical AI, connecting calibration, capture, curation, annotation, and validation.checked 4 Oct 2001
- Purpose
- Deepen AI provides a connected data infrastructure stack for Physical AI, covering calibration, capture, curation, annotation, and validation.checked 5 Oct 2001
- Quality review
- Deepen says annotation datasets receive annotator review, peer review, and QA lead sign-off, with 98.6% first-pass accuracy.checked 5 Oct 2001
- Security and compliance
- Deepen lists ISO 27001:2013, ISO 9001:2015, AICPA SOC, TISAX, GDPR, and HIPAA among its security and compliance certifications or frameworks.checked 4 Oct 2001
- Security and standards
- The company lists SOC 2 Type II, ISO 27001, TISAX, GDPR, EU AI Act-ready, and other standards and initiatives on its About page.checked 5 Oct 2001
- Sensor calibration
- Deepen Calibrate aligns camera, LiDAR, radar, and IMU sensors to a shared coordinate frame, with under 0.8px reprojection error and sub-1° angular error stated on the page.checked 5 Oct 2001
- Services and support
- Managed services include collection, calibration, curation, annotation, and validation, with a dedicated program manager and agreed accuracy and turnaround SLAs for annotation.checked 4 Oct 2001
The company
- Headquarters
- Santa Clara, California, United Stateschecked 28 Sep 2001
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