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Human Centric Demonstration Data

Companies that record people performing physical tasks so robotics models can learn from natural human behavior in real-world environments.

Companies
23

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Companies

  • 6thSense

    6thSense builds tactile capture hardware and collects multimodal human demonstration data—combining touch, vision, depth, force, and hand pose—to help train dexterous robots.

  • Asimov

    Asimov collects first-person video of people doing everyday tasks in real environments and sells annotated datasets to robotics teams training humanoid robots.

  • Build AI

    Build AI says it is building "high quality egocentric datasets for robotics & physical AI," including what it calls the largest egocentric data collection effort in history…

  • Claru (Reka AI, Inc.)

    Claru is a training-data platform for physical AI that collects and enriches egocentric video, robotics trajectories, world-model footage, and expert human judgments for robotics and embodied-AI…

  • Cortex AI

    Cortex AI builds large-scale real-world robot and egocentric human datasets for embodied AI, including workplace first-person video, robot trajectories, and human-in-the-loop evaluations.

  • EgoScale

    EgoScale is a robotics data company that provides large-scale, real-world egocentric human demonstrations and structured training data for VLA models, world models, and embodied AI.

  • FPV Labs

    FPV Labs is a research and product company building infrastructure for embodied AI, including Stera, a platform for capturing, processing, evaluating, and exporting egocentric multimodal human…

  • Hub

    Hub is a distributed real-world data infrastructure company that sources and delivers rights-cleared multimodal training data for frontier AI labs and robotics companies.

  • Human Archive

    Human Archive is a data lab that collects, labels, and synchronizes multimodal human behavior data to train robotics and physical-AI models. (humanarchive.ai)

  • Instawork

    Instawork is a staffing marketplace that connects businesses with hourly workers, and it now also markets a robotics initiative that pays workers to record real-world task demonstrations for robot…

  • Luel

    Luel is a rights-cleared multimodal training-data marketplace and collection engine that supplies custom and off-the-shelf datasets to frontier AI teams.

  • Maxinsights

    Maxinsights collects and structures recordings of people doing real world tasks to create training data for physical AI and robotics models. (maxinsights.ai)

  • Mecka AI

    Mecka AI builds the data and deployment layer for physical AI, collecting and structuring real-world human activity data so robotics and embodied-AI teams can train and deploy systems more reliably.

  • Neocambrian AI

    Neocambrian AI builds data-collection infrastructure for physical AI/robotics, capturing large-scale human action data to train embodied AI systems.

  • Nferent AI

    Nferent AI builds Physical AI data infrastructure by capturing, labeling, and delivering real-world human skill datasets for robotics and humanoid AI companies, using multi-modal collection across…

  • OpenGraph Labs

    OpenGraph Labs builds hardware and software for high-fidelity robotics data, including multimodal capture systems and tactile gloves for contact-rich robot learning.

  • Praxis Robotics

    Praxis captures egocentric video, 3D scans, and other multimodal data from real industrial and residential environments to supply training data for physical AI and humanoid robotics.

  • Renlei Labs

    Renlei Labs builds and sells egocentric human activity datasets for robotics and AI, capturing first-person video, motion, and sensor data from real workers performing real tasks.

  • Roborecs

    Roborecs is a Sofia-based company building EU-consented first-person human demonstration datasets for humanoid robot training, using head-mounted and wrist cameras plus multimodal sensors to…

  • Ropedia

    Ropedia captures and structures people’s real world activity into multimodal training data for robotics and physical AI.

  • Shift

    Shift is a robotics training-data company that pays people to record everyday household and trade tasks, then turns those recordings into anonymized datasets for AI and robotics customers.

  • Unidata

    Unidata is an AI training data company that provides data collection, expert labeling, and ready-made datasets, including egocentric first-person video and sensor data for robotics, AR/VR, and…

  • Waffle Video

    Waffle Video coordinates first person video capture with sensor data to create training datasets for robotics and physical AI teams. (wafflevideo.ai)

Company History