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Real-world data for Physical AI

Egocentric human data for frontier robotics, world models, and VLAs, captured to your spec.

  • 350,000+ Contributors
  • Millions of hours Via supply partners
  • Every environment On spec

Distribution

A capture network built to reach real people in real environments, at scale.

First-person, head-mounted-style recordings spanning unique tasks across a diverse range of environments. Multi-sensor IMU data included, with 95% hand visibility and clear field-of-view.

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A first-person capture frame with a three-axis IMU trace

Instagram

The capture network, in public.

Screenshot of the @clonex.labs profile on Instagram

Partners

Licensed real-world data, at frontier scale

We partner with global operators that capture high-quality real-world data at scale, then license it training-ready for frontier models.

Partner case

  • 25years of operational history

    Synchronized driving and in-cabin footage, captured in real-world conditions.

  • 100k+vehicles

    An active commercial fleet recording continuously, every day.

  • Modalities

    Driver-facing video, road-facing video, ambient capture, and full vehicle telemetry.

  • 10countries

    Real roads and real conditions across multiple markets.

Environments

Real work, in every environment your model will face

We capture first-person video of skilled people doing real tasks across the verticals Physical AI has to operate in. Not staged demos in a lab, but actual work in the conditions your robot will meet.

  • A commercial kitchen in first person, with stock pots on the stove and cooks at work

    Kitchens

    Videos of real cooking activities, food preparation, kitchen workflows, and culinary environments captured in authentic settings.

  • A hand holding a bowl of food on a busy market street

    Streets & Markets

    Footage of people shopping, walking, interacting, and navigating busy streets, markets, and public spaces.

  • A warehouse floor with stacked boxes, shelving and forklifts

    Warehouses

    Real-world warehouse operations, inventory handling, logistics processes, package movement, and industrial workflows.

  • A hands-on cooking workshop, people chopping vegetables at steel tables

    Workshops

    Authentic hands-on activities, training sessions, craftsmanship, teamwork, and practical skill demonstrations.

  • Hands washing a plate at a kitchen sink by a garden window

    Homes & Gardens

    Everyday household routines, gardening tasks, home maintenance, and residential lifestyle activities.

  • An open office seen from a desk, with monitors and a video call

    Offices & Stores

    Real workplace interactions, office tasks, customer service, retail operations, and commercial environments.

  • Hands handling fabric at a sewing table in a garment workshop

    Textile & Garment

    Garment production, sewing, fabric handling, quality control, and apparel manufacturing processes.

  • Hands working on a car engine in an auto shop

    Auto Mechanic

    Vehicle inspection, maintenance, repairs, diagnostics, and automotive workshop activities.

  • Hands over rows of crops in an open field

    Agriculture & Harvest

    Farming operations, crop cultivation, harvesting activities, fieldwork, and agricultural equipment usage.

  • A hotel front desk, with a key card handed to arriving guests

    Retail & Hospitality

    Customer experiences, hospitality services, retail interactions, hotel operations, and guest-facing activities.

  • Gloved hands on an engine at an automotive assembly line

    Manufacturing Line

    Industrial production processes, assembly line operations, equipment handling, and factory workflows.

  • Mopping the floor of a home kitchen

    Cleaning & Janitorial

    Professional cleaning tasks, facility maintenance, sanitation procedures, and janitorial operations.

Sample

Would you like to get a sample?

A sample of what the network captures today, in the same format we deliver. Leave your work email and we take it from there.

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Tell us what you're training.

Tell us the data you need and the format you need it in. We scope it, source it, and deliver it.