Factory workers performing real-world workflows for robotics data capture

Factory partner program

Turn your factory workflows into the data layer for physical AI

Partner with Embodied AI Data Labs to host consent-first human demonstration data capture programs for robotics and physical AI teams.

For factories, warehouses, garment units, retail spaces, kitchens, and real-world workflow operators in India.

Partner program

Robotics companies need real-world workflows. You already have them.

Robotics teams need data from real human tasks: folding, packing, sorting, inspection, tool-use, assembly, stocking, billing, cooking, cleaning, and more. We partner with operators to capture these workflows safely, with consent, privacy review, and structured delivery.

New Revenue Channel

Earn from approved data capture programs without changing your core business.

Minimal Operational Load

We define capture specs, consent workflow, camera setup, QA, and delivery.

India to Global AI

Help global robotics teams learn from Indian workflows and environments.

Consent-First Process

Participants are informed before capture and data is reviewed before delivery.

Partner types

Who can partner with us

Garment Factories

Folding, stitching support, inspection, sorting, packaging, and material handling.

Packaging Units

Picking, packing, labeling, boxing, sealing, sorting, and dispatch workflows.

Warehouses

Stocking, shelf picking, scanning, moving, counting, binning, and loading.

Retail Stores

Billing, product display, folding, packaging, and customer assistance workflows.

Commercial Kitchens

Cutting, stirring, cleaning, washing, preparation, and wet-surface tasks.

Training Centers

Controlled task capture for repeatable workflows and operator training.

Process

How the partnership works

01

Register

Tell us your location, workflow type, team size, and available capture windows.

02

Review

We assess workflow fit, privacy concerns, camera access, safety, and commercial feasibility.

03

Pilot

We run a small approved capture program with consent and clear operating rules.

04

Scale

If quality is strong, we expand into recurring paid data capture programs.

What we capture

Workflows robotics teams care about

folding garmentspacking boxessorting objectsassembling simple partstool handlingquality inspectionkitchen preparationcleaning and wipingstocking shelvesbilling and retail workflowswet-surface tasksdeformable object manipulationbimanual tasksrepetitive worker workflows

Privacy and safety

Built around consent, privacy, and operational safety

We do not secretly record people. Capture programs are designed around participant awareness, consent workflow, sensitive-detail review, anonymization options, and buyer-side inspection.

No Hidden Capture

Participants must be informed before capture.

Sensitive Data Review

Faces, IDs, plates, names, labels, and private details can be reviewed or blurred.

Workflow Boundaries

We define exactly what is captured and what is excluded.

Buyer-Specific Approval

Programs are matched to robotics teams only after scope and feasibility review.

This is not surveillance. This is structured, consent-first data capture for robotics training.

Register

Apply as a capture partner

Tell us what your team does, when capture is possible, and which workflows are available. We will review fit before proposing a pilot.

Buyer or robotics team? Contact us here

Have real workflows robots should learn from?

Register your factory, warehouse, retail space, or workflow environment as a potential capture partner.

Register Your Factory