Physical AI Data Engine

Data & Operation Engine for Physical AI

End-to-end deployment solution from data capture to on-site evaluation and human operations

Trusted by leading robotics companies

RoboForce
RealHand
Princeton University
USC
UC Riverside
Retell AI
RoboForce
RealHand
Princeton University
USC
UC Riverside
Retell AI
Our Solution

Unified Deployment Infrastructure

Everything you need to deploy robots at scale

Deployment-Native Data Capture

Standardized ingestion of task execution and failure data directly from the field—not just the lab.

On-Site Evaluation at Scale

Turn raw 'wild' signals into structured training data for immediate model iteration.

Global Robotic Expert Network

A shared interface connecting site staff with 8,000+ trained experts ready to remote-operate, monitor, and evaluate robots.

Data Services

Production-Ready Robotics Data

Off-the-shelf datasets and fully customized data collection pipelines

2,500+
Hours of available data
90+
Real & simulated scenarios
10K+
Hours/month capacity

Off-the-Shelf Datasets

Ready-to-use manipulation data in LeRobot, HDF5, and MCAP formats

  • Humanoid dual-arm: 600+ hours
  • Collaborative dual-arm: 900+ hours
  • ALOHA-style: 700+ hours
  • Single-arm: 300+ hours

Custom Data Collection

Tailored data pipelines for your specific robot and tasks

  • Long-tail scenarios & edge cases
  • Lighting/environment variations
  • Dynamic interference handling

Teleoperation Services

Expert operators for demonstrations and remote intervention

  • Isomorphic-arm teleoperation
  • Exoskeleton-based control
  • Egocentric demonstrations
  • VR-assisted operation
End-to-End Pipeline

From Capture to Deployment

1
Field Capture

Collect data from real deployment environments

2
Processing

Clean and structure raw sensor data

3
Annotation

Expert labeling with multi-modal support

4
QA

Multi-layer quality assurance pipeline

5
Calibration

Fine-tune for your specific robot platform

6
Training

Optimized datasets for model training

7
Deployment

Production-ready data for real-world use

1
2
3
4
5
6
7
Environments

90+ Real-World Scenarios

From residential kitchens to industrial warehouses

Our 15,000 m² of scenario space across multiple facilities lets us replicate virtually any deployment environment.

  • Residential: Kitchen, bedroom, living room
  • Retail & Commercial: Supermarkets, convenience stores, pharmacy shelves
  • Industrial & Logistics: Warehousing, sorting, palletizing, pick-and-place
  • Inspection: Facility maintenance, power/utility equipment
  • Laboratory: Controlled test environments
  • Custom: Environment replication from your blueprints or photos
Kitchen deployment scenario
Kitchen
Retail deployment scenario
Retail
Warehouse deployment scenario
Warehouse
Inspection deployment scenario
Inspection
Lab deployment scenario
Lab
Custom deployment scenario
Custom
Annotation Services

Expert-Quality Annotations

Multi-layer QC with 97-99%+ acceptance targets

  • Image & Video Labeling: Object detection, segmentation, scene understanding
  • Trajectory Annotation: Motion paths, waypoints, action sequences
  • Force & Tactile Events: Contact points, grasp forces, manipulation phases
  • Task Phase Segmentation: Episode boundaries, keyframes, success/failure labels

Quality Assurance

  • Manual + automated hybrid methodology
  • Multi-level review process
  • Annotator ID and confidence scores
  • Custom output formats

Ready to Break Through the Data Wall?

Join leading robotics companies using DeepReach to ship robots that actually work in the real world.