No. 14 of 24 ·Data Labeling Software

Deepen AI

Web · Self-hosted · API

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Freedom report

No signalScore 5.2

Free tierNo free tier on record
Open codeNo open-source code on record
Runs widely1 of 6 device platforms
DocumentedThinly documented

Deepen AI is ranked #14 of 24 in data labeling software on Freedom251. It runs on API, Self-hosted, Web.

Compared on data labeling software

Image annotation: Yes
Audio/video annotation: Yes
Model-assisted labeling: Yes
Review workflow: Yes
API or SDK access: Yes
Deployment: both

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The record

Product: Deepen AI describes itself as data infrastructure for Physical AI, connecting calibration, capture, curation, annotation, and validation.
Calibration: Deepen Calibrate aligns camera, LiDAR, radar, and IMU sensors to a shared frame, with the site reporting under 0.8-pixel reprojection error.
Curation: Deepen Curate deduplicates sensor data, searches clips and frames, and mines rare scenarios and long-tail edge cases before labeling.
Annotation: Deepen Annotate supports 2D and 3D labeling, including bounding boxes, segmentation, keypoints, point clouds, and multi-frame tracking.
Validation: Deepen Validate scores scenario coverage, audits labels, compares label sets, prioritizes risky frames for human review, and records signed audit trails.
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.
API and SDKs: Deepen says its REST API and SDKs can connect its products to customers’ own pipelines.
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.
Data handling: Deepen says it never keeps customers’ data.
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.
Pricing limit: Curate is quoted per program based on archive size and scope, and the site directs customers to contact Deepen for a quote.
Who it is for: Deepen presents its stack for Physical AI teams across automotive, robotics, energy, and industrial systems, including safety-critical autonomy programs.
Marketplace availability: Deepen Refinery is described as a beta launching soon, with dataset discovery, licensing, and deployment into training environments.
Purpose: Deepen AI provides a connected data infrastructure stack for Physical AI, covering calibration, capture, curation, annotation, and validation.

Where it ranks on Freedom251

Best Data Labeling Software in 2026#14 of 24

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Sources

deepen.ai/about/· checked 4 Oct 2026
deepen.ai/calibrate/· checked 4 Oct 2026
deepen.ai/curate/· checked 4 Oct 2026
deepen.ai/annotate/· checked 4 Oct 2026
deepen.ai/validate/· checked 4 Oct 2026
deepen.ai/docs/· checked 4 Oct 2026
deepen.ai/certifications/· checked 4 Oct 2026
deepen.ai/services/· checked 4 Oct 2026
deepen.ai· checked 4 Oct 2026
help.deepen.ai/calibration/api-documentation· checked 5 Oct 2026