Operational Data Infrastructure

Real-world data for the next generation of AI.

We enable AI teams, robotics companies, and research organizations to access operational environments and workforce networks for real-world data collection.

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Capabilities 01 / 04

Manufacturing
Environments

Industrial facilities, production settings, and warehouse operations suitable for real-world AI and robotics data collection.

ENV — MFG

Workforce
Operations

Real human activity across industrial, manual, and assembly workflows, captured in operational environments.

ENV — WRK

Collection
Programs

Structured participant recruitment and deployment for real-world data collection with documented consent and operational protocols.

ENV — PRG

India-Based
Execution

Direct operations across India's industrial ecosystem with access to large workforce populations and diverse operational environments.

ENV — IND

AI is leaving the screen.

Robotics, embodied systems, and physical-world intelligence require data collected from real environments, real workflows, and real human activity.

Process

From environment access
to structured datasets.

Source environments.

Identify operational environments aligned with your collection requirements.

Deploy collection programs.

Recruit participants and coordinate structured collection protocols.

Capture real-world activity.

Record authentic human activity and operational workflows.

Deliver structured datasets.

Organized, documented datasets prepared for downstream AI training.

Not annotation.

Not synthetic data.

Reality.

Real environments. Real workflows. Real human activity. Collected at scale.

Get in touch

Looking for real-world data collection capability?

Let's start
a conversation.

Request a Conversation ↗ Become a Data Partner