Egocentric data collection for Physical AI AI needs the real world. We capture it.

Egocentric video is first-person footage recorded from a head- or chest-mounted camera while a person does a real task. It captures hand–object interaction, gaze and the actor's point of view, which is close to what a robot's onboard camera sees at deployment. That makes it some of the most useful training data for Physical AI, humanoid and embodied AI models.

Field operations in Eastern India cost less to run than in the crowded metros, the factories, warehouses, kitchens and workshops here are environments most models have not seen, and no major data collector works in the region yet, so sites and operators are not already committed elsewhere.

Fabrication, machining and assembly in Howrah and Liluah factories; picking, packing, sorting and dispatch in Dankuni and Rajarhat logistics hubs; cutting, stitching and finishing in the Bantala and Metiabruz leather and garment clusters; and everyday skilled work in Kolkata kitchens, workshops and garages. Task categories are chosen by you.

Yes. Every participant gives written informed consent in Bengali, Hindi or English before a frame is recorded, every site is covered by a written agreement, and every clip carries an audit trail. Workflows are designed with India's Digital Personal Data Protection Act, 2023 in mind. Faces can be blurred on request, and footage is used only for AI training and never resold.

You pick the task categories and share your capture protocol and camera settings. We select the sites, recruit and manage the field operators, capture the data and ship consented, quality-checked, audit-ready clips, typically within a few weeks.

We record to your protocol on your chosen head- or chest-mounted cameras and sensors, including 4K egocentric video, and can support on-site hardware deployment for robot evaluation runs. Deliverables include clip metadata, operator ID and secure upload.

Yes. Head- and chest-mounted first-person video of real tasks is exactly the human demonstration data that vision-language-action (VLA) models and imitation learning pipelines train on. We record to your capture protocol, camera settings and sensor set, so this VLA training data drops straight into your existing data pipeline.

For humanoid robot data, we capture the human side of manipulation: hands-on tasks such as assembly, packing, cooking, sorting and repair, recorded egocentrically so the viewpoint and hand-object interaction match what a humanoid or robot arm camera will see. We also support on-site hardware deployment for your own robot evaluation runs.

Every engagement is scoped as a written proposal with fees, hours and deliverables agreed before work starts. Field operations in Eastern India cost less to run than in Delhi NCR or Bengaluru, and the 50–100 hour pilot is the fastest way to get a firm quote for your task categories.

Footage is collected for your model training under a signed agreement and is never resold or reused for other clients. Every participant has given written consent, every site has a written agreement, and every clip carries the metadata and audit trail your legal team needs to sign off.