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)