Physical AI Data Infrastructure
Training-ready Data for Robotics & Physical AI
Source, collect, annotate and deliver production-ready datasets for humanoid robots, VLA models and embodied AI
10000
Hours Delivered
Human Demonstration
Collect real-world human task demonstrations.
Egocentric Collection
Head-mounted multimodal data collection.
Robot Teleoperation
Leader-follower robot demonstrations.
WHY CHOOSE US
Your Trusted Partner for Robotics Data Collection
We help robotics teams source, collect, process and deliver training-ready real-world data across industrial, warehouse and human demonstration environments. From project specification to final dataset delivery, we support flexible collection pipelines tailored to your robot, model and training objectives.
End-to-End
Data Delivery Workflow
DATA COLLECTION PIPELINES
Flexible Data Collection for Every Training Objective
Select the right collection method based on task complexity, required precision, target robot and downstream model.
UMI Data Collection
Egocentric Data Collection
Teleoperation Data Collection
Human Demonstration Data Collection
Custom Multimodal Data Collection
- End-to-End Support — From project scoping to training-ready data delivery.
WHY WORK WITH US
Built Around Data Quality, Not Just Data Volume
Robotics teams do not simply need more video. They need consistent, traceable and training-ready data aligned with specific tasks and model requirements. We coordinate sourcing, collection, annotation, quality assurance and final-format delivery through one managed workflow.
Multiple Collection Pipelines
We support egocentric, UMI, robot teleoperation, human demonstration and custom multimodal collection workflows.
Real-World Industrial Access
Access factory, warehouse, logistics, retail and skilled-operation scenarios through vetted collection partners.
Commercial Licensing & Provenance
Consent, usage rights, source records and commercial training licenses are defined before delivery.
Training-Ready Delivery
Data can be cleaned, segmented, annotated, quality-checked and converted into LeRobot, RLDS, ROS, HDF5, JSON or custom schemas.
From Raw Demonstrations to Training-Ready Datasets
Request a Dataset
Tell Us About Your Robotics Data Project
Share your task, target robot, collection environment and preferred data format. Our team will review your requirements and recommend the most suitable collection and delivery workflow.
Quick Reply
Usually in 24 hours in working days.
Latest KnowLedge
The Embodied AI Data Bottleneck: Why More Hours Are Not Enough
UMI vs Teleoperation vs Egocentric Data: How to Choose the Right Collection Method
Multimodal Synchronization for Robot Learning: The Hidden Label in Every Demonstration