Purpose-built egocentric hand video datasets for robotics, embodied AI, and world models. Real workers. Real tasks. Fully licensed.
First-person 1080p footage from real workers. No staging. No scripts. No labs.
Chopping, stirring, kneading, plating — captured in real Indian kitchens.
Wiping, mopping, scrubbing — natural household workflows.
Shelf arrangement, drawer sorting, packing, labeling.
Sewing, cutting, measuring — fine dexterous manipulation.
License footage from our growing library of egocentric hand video. Browse by task, get it in your format, start training quickly.
Tell us what you need — specific tasks, environments, angles. We design the capture protocol and deploy our contributor network.
We annotate footage with structured metadata — task type, hand actions, object interactions, temporal segments. Your schema or ours.
Need your own recording pipeline in India? Access our trained contributor network — equipped, contracted, ready to record on your app.
Contributors record 1080p first-person footage on smartphones. Hands visible. Real tasks only.
Every clip quality-checked for hand visibility, lighting, task relevance, privacy.
Task type, hand actions, object interactions, temporal segments. Your schema or ours.
JSON, COCO, HuggingFace-ready. Cloud, API, or bulk download. Fully licensed.
No actors. No scripts. Real workers doing real tasks in actual homes, workshops, and kitchens.
A trained, contracted contributor network in India, and growing. Kitchens, markets, tailor shops, workshops.
From a 10-hour pilot to 100+ hours a week. Brief to delivery in days, not months.
No faces. No PII. No minors. Collection protocols built for compliance from day one.
From brief to first delivery in days. We scope the dataset, design the capture, and deliver on your timeline.
We'll reply within 24 hours.