Human intelligence for robotics
We collect diverse real-world human data at scale to power the next generation of robots.
Robotics has a data problem
AI has made enormous progress by scaling data. Language models learned to reason by training on the collected text of the internet. Vision models learned to see from billions of images. But robotics has nowhere near enough.
Most robot training data comes from teleoperation: a human remotely controls a robot while it records. This produces thousands of hours at best, collected in controlled lab settings with limited variety. Meanwhile, 8 billion people generate 16 hours of real-world physical activity every day. The gap is massive.
For robots to learn how the physical world works, they need to see how humans move through it. Not in a lab, but in real kitchens, offices, hotels, and homes. The messier and more diverse the data, the better the models.
That is what we do. We collect human activity data at scale from real environments across multiple continents, and turn it into clean, annotated datasets that teach robots to understand the physical world.
Real-world data from diverse environments
We handle everything end-to-end: hardware distribution, data collection, quality assurance, and post-processing. Your team gets clean, annotated datasets ready for training.
Diverse environments
Kitchens, offices, hotels, warehouses. Organic behavior, not scripted demos.
Egocentric video
First-person perspective capturing natural hand-object interactions.
Rich annotations
3D body pose, depth maps, semantic labels, activity segmentation.
Managed pipeline
We ship hardware, train collectors, run QA, and deliver clean datasets.
Get paid for tasks you already do
Cook, clean, organize, run errands. Your everyday activities are exactly what robots need to learn from. Use a lightweight phone head mount, follow assigned tasks, and get paid for approved data.
Apply
We'll match approved collectors to assignments based on phone model, availability, and task demand.
Record assigned tasks
Use a phone head mount, follow the app instructions, and preview the recording before upload.
Get paid after QA
Approved recording time becomes eligible for payout after review.
We make your labor free
Restaurants, hotels, cleaning companies, warehouses. If your workers perform physical tasks, we want to capture that data. In exchange, we cover their salaries. For larger partnerships, we offer revenue sharing from the data we sell.
Zero-cost labor
We pay your workers' salaries while they do their normal jobs wearing lightweight recording equipment.
Non-disruptive
No workflow changes. Your operations continue as usual. The equipment is unobtrusive.
Revenue sharing
For larger partnerships, share in the revenue from the datasets. Turn your workforce into a data asset.
Our cleaning company
We also own a growing cleaning company, offering free and reduced-price cleanings. Our cleaners wear our kits and make more money than they would at a normal cleaning job. Every weekend, we clean the apartments of over 100 founders, investors, and students in the Bay Area.
