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
Off-the-shelf inventory
Dataset Catalog
Food Preparation
Cooking, cutting, plating, seasoning, boiling, frying across global kitchens
Kitchen Tasks
Dishwashing, cleaning, organizing, appliance operation, counter work
All datasets: 1080p egocentric · 30-60fps · Thousands of environments · Programmatic delivery via R2, S3, or GCP
Human API
Plug into your training pipeline
An at-home recorder flywheel built for dynamic requests, fulfilled at the most efficient precision, speed, cost, and scale. Make an API call, receive labeled egocentric video delivered directly into your training runs.
API-based task requests
Define a custom task programmatically. Specify the activity, volume, QC guidelines, and delivery endpoint. Fleet deployed automatically.
Category-based collection
Browse our off-the-shelf inventory of pre-collected categories. Purchase existing datasets and receive instant delivery to your R2, S3, or GCP endpoint.
Instant delivery
Archive datasets delivered to your R2, S3, or GCP endpoint within hours
Custom on-demand
Specify task, volume, and QC guidelines. Fleet deployed automatically
Direct pipeline integration
Data flows directly into your R2, S3, or GCP training environment
Request the API
Define your request
Task, volume, resolution, QC guidelines, delivery endpoint
Fleet auto-deployed
6,000+ collectors across 81 countries matched to your task
Data streams in
Programmatic delivery 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
}
Get started
4 ways to activate
An at-home recorder flywheel built for dynamic requests, fulfilled at the most efficient precision, speed, cost, and scale.
Free sample
Download a free 1,000-hour sample dataset. See the quality, resolution, and diversity of our capture firsthand.
Request sample →Request form
Submit a request with your task, volume, and delivery needs. We'll scope and get back to you.
Submit request →Slack channel
Open a direct Slack channel with our operations team for real-time coordination on custom collections.
Open channel →API
Programmatic access. Define tasks, deploy fleet, and receive data delivered directly to your R2, S3, or GCP endpoint.
Request API access →