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Start with one project. No pressure.

Why industrial egocentric data
Manipulation-Dense Work
Assembly, fastening, stitching, sorting and packing: continuous hand-object interaction across thousands of repetitions and variations.
Full workflows, not clips
Complete shift-length recordings that preserve task sequences, transitions, recoveries and errors, the structure models need to learn long-horizon behaviour.
Operational Diversity
Multiple operations, product lines and facility layouts per program, across 25+ industrial sectors.
Structured Delivery
Synchronised streams with session metadata (facility, operation, operator, duration, capture settings), delivered in your required format.
How a program runs
1
Specification
We align on target tasks, environments, hardware, volume and delivery format.
2
Site Activation
We match your specification to facilities in our network, secure access and onboard participating workers.
3
Capture
Our field teams deploy and operate capture rigs across full production shifts, with on-site supervision.
4
Quality Assurance
Every hour is reviewed for continuity, framing and completeness before it enters a delivery.
5
Delivery
Validated data ships on an agreed cadence, with metadata and QA reports for each batch.
Validated hours
Your Hardware, Our Operations
We deploy and operate your capture rigs to your protocols.
Fully Managed
We supply hardware, run capture and deliver to spec.
Custom Programs
Targeted collection for specific tasks, sectors or edge cases your models struggle with.
Robotics & humanoid companies
Building manipulation and general-purpose robots
Foundation Model Labs
Pretraining vision-language-action and world models
Data Providers
Who need industrial supply and capacity in India

Pilot
A defined-scope program to validate quality, format and fit before scaling

Program
Multi-month, high-volume collection against a fixed specification

Partnership
Ongoing capacity for data providers, delivered under your program


Arushi Gupta
Co-Founder
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