Freedom251 › Data Labeling Software
Deepen AI
What Deepen AI is
Deepen AI provides data infrastructure for Physical AI programs, connecting calibration, capture, curation, annotation, and validation. Its tools cover sensor alignment, dataset preparation, labeling, and quality review. Deepen Calibrate aligns camera, LiDAR, radar, and IMU sensors to a shared coordinate 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 scenarios and long-tail cases before labeling. Deepen Annotate supports 2D and 3D labeling, including bounding boxes, segmentation, keypoints, point clouds, and multi-frame tracking. Deepen Validate scores scenario coverage, audits and compares labels, prioritizes risky frames for human review, and records signed audit trails. Deepen lists 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 stack for 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.
Who it suits
Deepen AI suits Physical AI teams working with sensor data and labeling workflows in automotive, robotics, energy, and industrial systems. Its listed deployment choices and data formats may also suit teams with specific pipeline, hosting, or data residency needs.
What it does well
- Connects calibration, curation, annotation, and validation.
- Supports 2D and 3D labeling tasks.
- Provides REST API and SDK access.
- Offers cloud, VPC, on-premises, and air-gapped deployment.
- Lists support for a range of data formats.
- Says it never keeps customers’ data.
What to know first
- Pricing is available on request.
- Curate is quoted per program based on archive size and scope.
- Deepen Refinery is described as a beta launching soon.
Getting started
- Visit the Deepen AI website.
- Contact Deepen for pricing and a Curate quote based on archive size and scope.
- Choose a listed deployment option: managed cloud, virtual private cloud, on-premises, or air-gapped.
- Connect products to your pipeline using the REST API or SDKs; calibration API access requires an access token.
Verdict
Consider Deepen AI if your Physical AI work needs connected sensor calibration, dataset curation, annotation, and validation, with multiple deployment options. Look elsewhere if you need a published price to compare costs upfront; Curate requires a program-specific quote.
Questions
How is Deepen AI priced?
Pricing is available on request. Curate is quoted per program based on archive size and scope.
What platforms or deployment options does it support?
Its listed platforms are API, self-hosted, and web. Deployment options include managed cloud, virtual private cloud, on-premises, and air-gapped environments.
Can Deepen AI connect to a customer pipeline?
Yes. Deepen says its REST API and SDKs can connect its products to customer pipelines. Calibration APIs require an access token.
Which data formats are listed?
Formats include ASAM OpenLABEL, LeRobot, ROS 2, MCAP, nuScenes, HDF5, Parquet, COCO, Rosbag, Zarr, KITTI, ORC, Pascal, and WebDataset.
How does Deepen describe its data handling?
Deepen says it never keeps customers’ data.
What is Deepen Refinery?
Deepen describes Refinery as a marketplace beta launching soon, with dataset discovery, licensing, and deployment into training environments.
Facts from Deepen AI's own pages
- Annotation
- Annotate supports 2D and 3D labeling, including bounding boxes, segmentation, keypoints, point-cloud labeling, multi-sensor fusion, and sequence tracking. · deepen.ai, 5 Oct 2026
- API access
- Deepen provides API documentation, and its calibration APIs require an access token. · help.deepen.ai, 5 Oct 2026
- API and SDKs
- Deepen says its REST API and SDKs can connect its products to customers’ own pipelines. · deepen.ai, 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, 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, 4 Oct 2026
- Curation deployment
- Curate is offered in cloud, VPC, or on-premises, with data residency options and indexing in place. · deepen.ai, 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, 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, 5 Oct 2026
- Data handling
- Deepen says it does not keep customer data and describes itself as neutral, with no competing models. · deepen.ai, 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, 5 Oct 2026
- Deployment
- The listed deployment options are managed cloud, virtual private cloud, on-premises, and air-gapped environments. · deepen.ai, 4 Oct 2026
- Headquarters
- Santa Clara, California, United States · deepen.ai, 28 Sept 2026
- Industries
- The company describes its stack for automotive, robotics, energy, and industrial systems. · deepen.ai, 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, 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, 4 Oct 2026
- Marketplace status
- Deepen Refinery is described on the homepage as a marketplace beta launching soon. · deepen.ai, 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, 4 Oct 2026
- Product
- Deepen AI describes itself as data infrastructure for Physical AI, connecting calibration, capture, curation, annotation, and validation. · deepen.ai, 4 Oct 2026
- Purpose
- Deepen AI provides a connected data infrastructure stack for Physical AI, covering calibration, capture, curation, annotation, and validation. · deepen.ai, 5 Oct 2026
- Quality review
- Deepen says annotation datasets receive annotator review, peer review, and QA lead sign-off, with 98.6% first-pass accuracy. · deepen.ai, 5 Oct 2026
- 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. · deepen.ai, 4 Oct 2026
- 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. · deepen.ai, 5 Oct 2026
- 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. · deepen.ai, 5 Oct 2026
- 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. · deepen.ai, 4 Oct 2026
Where Deepen AI stands on Freedom251
- Data Labeling Software#22 of 24