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Deepen AI
deepen.ai
What it is
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.
Spec sheet
- Purpose
- Deepen AI provides a connected data infrastructure stack for Physical AI, covering calibration, capture, curation, annotation, and validation.Read 5 Oct 2026 · deepen.ai
- Product
- Deepen AI describes itself as data infrastructure for Physical AI, connecting calibration, capture, curation, annotation, and validation.Read 4 Oct 2026 · deepen.ai
- Deployment
- The listed deployment options are managed cloud, virtual private cloud, on-premises, and air-gapped environments.Read 4 Oct 2026 · deepen.ai
- Support
- The Services page describes a dedicated program manager as the point of contact for an engagement.Read 5 Oct 2026 · deepen.ai
- Headquarters
- Santa Clara, California, United StatesRead 28 Sep 2026 · deepen.ai
- Annotation
- Annotate supports 2D and 3D labeling, including bounding boxes, segmentation, keypoints, point-cloud labeling, multi-sensor fusion, and sequence tracking.Read 5 Oct 2026 · deepen.ai
- API access
- Deepen provides API documentation, and its calibration APIs require an access token.Read 5 Oct 2026 · help.deepen.ai
- API and SDKs
- Deepen says its REST API and SDKs can connect its products to customers’ own pipelines.Read 4 Oct 2026 · deepen.ai
- Calibration
- Deepen Calibrate aligns camera, LiDAR, radar, and IMU sensors to a shared frame, with the site reporting under 0.8-pixel reprojection error.Read 4 Oct 2026 · deepen.ai
- Curation
- Deepen Curate deduplicates sensor data, searches clips and frames, and mines rare scenarios and long-tail edge cases before labeling.Read 4 Oct 2026 · deepen.ai
- Curation deployment
- Curate is offered in cloud, VPC, or on-premises, with data residency options and indexing in place.Read 5 Oct 2026 · deepen.ai
- Curation pricing
- Curate is quoted per program based on archive size and scope; the page says it does not use a rate card.Read 5 Oct 2026 · deepen.ai
- Data formats
- The listed formats include ASAM OpenLabel, LeRobot, ROS 2, MCAP, nuScenes, HDF5, Parquet, COCO, Rosbag, Zarr, KITTI, ORC, Pascal, and WebDataset.Read 5 Oct 2026 · deepen.ai
- Data handling
- Deepen says it does not keep customer data and describes itself as neutral, with no competing models.Read 5 Oct 2026 · deepen.ai
- Dataset curation
- Curate deduplicates sensor data, searches clips and frames, and surfaces rare scenarios and long-tail cases before labeling.Read 5 Oct 2026 · deepen.ai
- Industries
- The company describes its stack for automotive, robotics, energy, and industrial systems.Read 5 Oct 2026 · deepen.ai
- 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.Read 4 Oct 2026 · deepen.ai
- Marketplace availability
- Deepen Refinery is described as a beta launching soon, with dataset discovery, licensing, and deployment into training environments.Read 4 Oct 2026 · deepen.ai
- Marketplace status
- Deepen Refinery is described on the homepage as a marketplace beta launching soon.Read 5 Oct 2026 · deepen.ai
- Pricing limit
- Curate is quoted per program based on archive size and scope, and the site directs customers to contact Deepen for a quote.Read 4 Oct 2026 · deepen.ai
- Quality review
- Deepen says annotation datasets receive annotator review, peer review, and QA lead sign-off, with 98.6% first-pass accuracy.Read 5 Oct 2026 · deepen.ai
- 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.Read 4 Oct 2026 · deepen.ai
- 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.Read 5 Oct 2026 · deepen.ai
- 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.Read 5 Oct 2026 · deepen.ai
- 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.Read 4 Oct 2026 · deepen.ai
- Validation
- Deepen Validate scores scenario coverage, audits labels, compares label sets, prioritizes risky frames for human review, and records signed audit trails.Read 4 Oct 2026 · deepen.ai
- Who it is for
- Deepen presents its stack for Physical AI teams across automotive, robotics, energy, and industrial systems, including safety-critical autonomy programs.Read 4 Oct 2026 · deepen.ai
Strong points and limits
Strong points
- Calibration for camera, LiDAR, radar, and IMU
- 2D and 3D annotation workflows
- Scenario coverage and signed audit trails
- Cloud, VPC, on-premises, and air-gapped deployment
- REST API and SDK connectivity
Limits
- Pricing is available only on request
- Refinery marketplace is still a beta launching soon
- Curate is quoted per program
Who it suits
Deepen presents its stack for Physical AI teams in automotive, robotics, energy, and industrial systems, including safety-critical autonomy programs. Managed services add collection, calibration, curation, annotation, and validation support.
Verdict
Deepen AI spans the data lifecycle from sensor alignment through quality validation, with extensive formats and deployment choices. It is structured for specialized Physical AI programs, while pricing and marketplace availability require direct engagement.
Where Specifiction places it
- Data Labeling Software#16 of 247.7
