Human-in-the-loop labeling, live review and data capture.
Teleoperation software, 24/7 robot operators and teleop data for labs.
First-person data collection across factories and labs in Latin America.
Browser-based teleoperation and crowd-sourced demos for physical AI data.
Collects first-person video of factory work and publishes the Egocentric-10K open dataset.
Sells training data for physical AI, including egocentric and demonstration datasets.
Large-scale real-world robot and human data for embodied AI.
Post-training layer for physical AI: finds failure states and generates targeted demonstrations.
Wearable rigs (headsets, tactile gloves, mocap suits) record people doing everyday tasks, mostly via gig workers in India.
Egocentric capture, teleoperation and annotation for physical AI.
Turns raw robot episodes into densely annotated subtasks with failure spans.
Turns human video into structured data for robotics.
Rights-cleared data marketplace and custom contributor collection, including egocentric video subsets for robot training.
Egocentric data vendor: annotated video, hand tracking, motion capture and tactile data.
Captures human motion with body sensors and phones; sells the EgoVerse dataset, plus evaluation and deployment support.
Expert-demonstrated robotics data for frontier robotics labs, alongside its broader AI training data services.
Contributor marketplace paying people per approved hour of egocentric video.
Egocentric human-action data captured with proprietary rigs and a factory network.
Curated tactile and dexterous manipulation data captured with proprietary hardware.
Industrial and residential egocentric video, 3D scans and multimodal capture.
Real-world egocentric data infrastructure.
Dense robotics-data annotation and failure detection.
Multimodal data lab that sources, filters and annotates video and other real-world data into training-ready datasets for frontier AI labs, including robotics and physical AI.
Licensing marketplace for rights-cleared real-world video and other data sourced from content owners, including manipulation footage.
Teleoperation and wearable-sensor robot data collection; released the ABC-130K bimanual manipulation dataset with UC Berkeley.
AI data services firm with a Physical AI product line sourced from its contributor network.
Annotation vendor that also records head-mounted task footage in India for robotics clients.
Physical AI data engine: teleoperated and egocentric collection, data factories, and multimodal annotation for robotics labs.
Managed crowd data provider expanding into distributed physical AI data collection.
SimReady asset library, EgoSuite egocentric data and RoboFinals simulation-based evaluation of VLA models.
Closed egocentric video dataset plus Matrix, a cloud simulation platform; emerged from stealth September 2026.
Optical motion-capture studio selling human motion datasets for humanoids, including the open BONES-SEED set.
Bimanual robot data operations, the Loop demonstration-to-policy platform, and the CFG-1 manipulation model.
Sells the Alia360 360-degree depth camera and runs custom robot data capture programs.
Shift records industrial work as training data; Atlas post-trains models and deploys robots on factory floors.