Deepen Refinery™

Real-world data. On your terms.

License datasets for autonomous vehicles, robotics, and Physical AI, or commercialize your own sensor data while retaining control over access and use.

One neutral marketplace. Clear license terms. Visible validation status.

Invite-only beta is live. Access is granted in cohorts.

Physical AI data outputs with hand tracking, pose tracking, and driving annotations.

Contribute and earn. License and train.

A neutral marketplace built around the needs of data owners and the teams building Physical AI.

For buyers

Find data beyond your own collection.

Evaluate real-world datasets for your next program before investing in another collection.

  • Evaluate samples for your use case.
  • Review permitted uses and restrictions.
  • Distinguish as-is and validated datasets.

For data partners

Commercialize your data. Keep control.

Bring selected datasets to market while retaining ownership. Get paid on every sale.

  • Set your own license terms.
  • Block specific companies.
  • List as-is or choose Deepen validation.
  • Remain anonymous to buyers during the beta.

What’s in the catalog.

The initial catalog brings together Deepen’s own data and datasets from participating partners, starting with egocentric video, motion capture, and vehicle data.

First-person packing scene with hand keypoints and labeled objects.

Egocentric video

First-person footage of human activities and interactions for embodied AI development.

Human movement with pose keypoints and motion trajectories.

Motion capture

Human movement data for teams working on robotics and embodied intelligence.

Driving scene with vehicle and pedestrian boxes, lane boundaries, and road segmentation.

Vehicle data

Real-world driving and sensor data for automotive and autonomy development.

Know what’s been checked.

Listings distinguish data offered as-is from data validated through Deepen. Deepen validation confirms that a dataset’s provenance and taxonomy match what the listing states.

Listed as-is

Not validated through Deepen. This does not mean the data has never been checked by its owner.

Validated through Deepen

Deepen has confirmed that the dataset’s provenance and taxonomy match the listing.

A neutral marketplace. Clear boundaries.

Refinery connects data owners and buyers without building competing foundation models.

No competing foundation models

Deepen does not build its own foundation models. Our role is to support the teams that do.

Partner-defined terms

Data partners set their license terms and can block specific companies, including direct competitors.

Equal treatment

Deepen’s own datasets follow the same listing requirements and validation criteria as partner datasets and receive no preferential placement.

Built on experience across 200+ Physical AI programs.

Deepen brings experience in sensor calibration, annotation, and validation to Refinery, connecting data expertise with a marketplace for real-world datasets.

Questions.

Find data. Bring yours to market.

Request access as a buyer or data partner. Explore real-world datasets or discuss listing your data on your terms.

For data-partner inquiries: list@deepen.ai

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