World models & VLA
First-person video of real tasks and interactions.
The data stack behind
physical and world AI.
Find, sample and license real-world data for robots, vehicles and world models. Or bring your own data to market, on your terms.
A closer look at
a dataset.
Review a dataset’s preview, formats, usage rights, samples and request details.
Actual product capture. The price and usage rights shown apply only to this depicted listing; availability and terms vary by dataset.
Explore the data
Explore data for world models, robotics, vehicles, drones and audio.
Robotics & humanoids
Hands at work and full-body motion.
Autonomous vehicles
Roads, camera views and sensor streams.
Drones & aerial
Aerial video and flight logs.
Audio
Real-world speech and sound.
One task.
Multiple signals.
This example pairs synchronized head and wrist cameras with hand pressure, finger flexion and orientation data.
Real multimodal data example · Camera views and hand-sensor signals from the same session. Static screenshot, not video playback.
From data in the world
to data you can use.
Supply, review, catalog, license, enrich and deliver data through Refinery.
Join Refinery.
Choose your role.
Sign up as a buyer, seller or Deepen partner.
For buyers
Find your next training input.
Evaluate samples, compare formats and review rights before licensing data for your program.
For sellers
Put your data to work.
Bring selected datasets to market. Retain ownership and define how your data can be licensed.
For Deepen partners
Build the ecosystem with us.
Start a conversation about contributing to the real-world data ecosystem as a Deepen partner.
A neutral marketplace.
Not a competing model.
Deepen connects data owners and developers. Suppliers set the licensing terms.
Open beta
Find data for
your next project.
Browse datasets, review samples and check the terms.