Programmatic human video
for robot learning
Leveraging human demonstrations at scale to train world models, VLAs, and robotic cognition. Enabling a 1-to-1 modeling of the world.
“2026 is all about scaling robot learning without robots. Behavior cloning directly from humans is the way to break the curse of teleop.”
Jim Fan, NVIDIA Senior Research Manager
EvaluatedCandidates evaluated
ContractedPeople contracted
Hrs / dayHours produced per day
CountriesCountries accessible
On-demand
Custom collection
Define any task or tasks that can be completed with at-home egocentric capture. We deploy our fleet to capture it on demand. Request via form or API.
Learn more
Instant
Off-the-shelf datasets
Browse pre-collected categories and purchase existing datasets. Delivery to your R2, S3, or GCP endpoint within hours.
Browse catalog
Custom on-demand
Define a task, receive the data
Any task or tasks that can be completed with at-home egocentric capture. Submit a request form or make an API call. Our fleet captures it and delivers annotated video directly into your training runs.
Pinpointed tasks
Submit a detailed task checklist with precise instructions. Each task is fulfilled exactly to spec. Specific actions, environments, angles, and QC criteria. Delivered programmatically with full annotation.
General category-based
Request a broad category like “food preparation” or “laundry.” We capture a diverse range of demonstrations across environments, people, and techniques within that category. Great for training generalist models.
How it works
Define your request
Submit a form or use the API. Specify task, volume, resolution, QC guidelines, and delivery endpoint.
Fleet auto-deployed
6,000+ collectors matched to your task
Data streams in
Labeled egocentric video delivered to your R2, S3, or GCP endpoint
# Example: API request
POST /v1/orders
{
"task": "dishwashing",
"hours": 500,
"resolution": "1080p",
"fps": 30,
"countries": ["PH", "BR", "IN"],
"delivery": "asap",
"destination": "s3://your-bucket" // or r2:// or gs://
}
# Response
{
"order_id": "ord_8f2k9x",
"status": "deploying_fleet",
"eta": "2026-03-25T12:00:00Z",
"collectors_assigned": 142
}
Off-the-shelf
Dataset Catalog
Food Preparation
Cooking, cutting, plating, seasoning, boiling, frying across global kitchens
All datasets: 1080p egocentric · 30-60fps · Thousands of environments · Delivery via R2, S3, or GCP
Start a Slack channel with our team
Get direct access to our operations team. We'll scope your request, coordinate delivery, and answer any questions in real time.