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Robotics Training Data Infrastructure

Ship robots faster. Skip the data bottleneck.

Every trajectory scoredReal hardware dataProduction-ready formats
Every trajectory scoredReal hardware dataProduction-ready formats
The Challenge

Robotics teams are drowning in data problems

From collection costs to quality inconsistency, the path to production-ready robotics AI is blocked by fundamental data infrastructure gaps.

$500K+
Avg. data collection cost
6-12mo
Time to quality data
73%
Projects fail from bad data

Data Collection is Expensive

Companies spend $50K-$500K on custom data collection for each manipulation task, with no guarantee of quality.

Quality is Inconsistent

No standardized way to evaluate data quality across providers. Teams waste months on unusable datasets.

Evaluation is Fragmented

Every team builds custom benchmarks, making it impossible to compare model performance objectively.

Hardware Bottlenecks

Limited robot hardware access slows data collection cycles from weeks to months.

Our Solutions

Enterprise-Grade Data Infrastructure

Skip the data bottleneck with quality-scored datasets, standardized benchmarks, and auditable deployment evidence.

Dataset icon
Datasets

Dataset SKUs

Pre-built, quality-scored robotics datasets for manipulation tasks. Works seamlessly with LeRobot and OpenX frameworks.

  • Quality scores for every trajectory
  • LeRobot & OpenX compatible
  • SO100 & multi-platform support
  • Instant download access
Get Sample Data
Benchmark icon
Evaluation

Benchmark Suite

Standardized benchmarks to objectively measure model performance across manipulation tasks.

  • Industry-standard metrics
  • Reproducible evaluations
  • Model comparison tools
  • Performance leaderboards
Contact Us
Compliance icon
Compliance

Deployment Proof

Auditable evidence packages for production robotics systems. Compliance-ready documentation for regulatory review.

  • Data provenance tracking
  • Quality audit trails
  • ISO 9001 compatible
  • FDA-ready documentation
Contact Us

Domain-specific datasets

HouseholdKitchen, Living, Bedroom
WarehousePick, Pack, Palletize
AgricultureHarvest, Sort, InspectSoon
IndustrialAssembly, Welding, QCSoon

Need custom data collection or enterprise solutions?

Contact Sales
Powered by NVIDIA Cosmos

World-Model Video Synthesis

Generate physically-accurate robotics training videos at scale using Cosmos Text2World — NVIDIA's state-of-the-art world foundation model for Physical AI.

Enterprise synthetic dataEnterprise-Grade Synthetic Data Generation
1
Task specification icon

Task Specification

Define the task in natural language

Pick object X, place in bin Y

2
World model generation icon

World Model Generation

Cosmos generates video episodes

Physically-accurate simulations

3
Quality validation icon

Quality Validation

Automated + human scoring

Multi-dimensional quality metrics

4
Format export icon

Format Export

Download in standard formats

RLDS, LeRobot, OpenX, PyTorch

Cosmos world model
Cosmos Text2World

Synthetic Robotics Video at Scale

Generate diverse, physically-accurate training episodes from text prompts. NVIDIA's Cosmos world model understands physics, object interactions, and real-world dynamics.

  • Physics-aware video generation with accurate object dynamics
  • Diverse environment and lighting condition variations
  • Multi-camera viewpoint synthesis from single prompts
  • Seamless integration with downstream training pipelines
Cosmos video synthesis visualization
Unlimited Scale
10K+
Episodes/hr
4K
Resolution
60fps
Frame Rate
Data Collection

Diverse Data, Multiple Channels

Our community contributes robotics training data through multiple channels, from browser games to real hardware teleoperation.

Live
GRN Arcade visualization

GRN Arcade

Browser-based simulation games

Play engaging browser games that capture manipulation patterns. From stacking challenges to sorting tasks, every game session generates valuable training data.

Zero hardwareGamifiedInstant rewards50+ tasks
Play Now
Beta
GRN Runner visualization

GRN Runner

Local data capture utility

Desktop app for robot operators to capture manipulation data. Works with SO100, Koch, and other platforms.

Local processingMulti-cameraAuto-scoring
Join Beta
Soon
GRN Connect visualization

GRN Connect

Remote operator matching

Connect operators with hardware owners for remote teleoperation.

Soon
GRN Teleop visualization

GRN Teleop

Direct hardware control

VR-ready interface for immersive manipulation capture.

4
Channels
50+
Task Types
24/7
Collection
Global
Community
Getting Started

From data to deployment

Three simple steps to accelerate your robotics AI development

  1. 1
    Browse icon

    Browse & Request

    Search our catalog of quality-scored robotics datasets by task type, robot platform, or manipulation category.

  2. 2
    Evaluate icon

    Evaluate & Test

    Download samples and review detailed quality scores. Inspect trajectory success rates before committing.

  3. 3
    Deploy icon

    Deploy & Scale

    Train your models with proven data. Deploy with confidence using benchmark proofs and compliance documentation.

Built for Enterprise

Trusted by leading robotics teams

Quality methodology, transparent processes, and technical credibility built for production robotics systems.

Growing
Dataset Library
100+
Task Types
Scored
Quality Metrics
99.9%
Target Uptime

Compatible with leading frameworks

LeRobot
OpenX Embodiment
RLDS
PyTorch
HuggingFace
TensorFlow
LeRobot
OpenX Embodiment
RLDS
PyTorch
HuggingFace
TensorFlow

Every Demo Quality-Scored

Evaluated against multiple quality metrics including smoothness, efficiency, and success rate.

Scored
Quality Metrics
100+
Task Types

Sim2Real Pipeline

Train on synthetic data, fine-tune on real. Validated transfer learning from simulation to deployment.

Synthetic
Pre-training
Domain Gap
Bridging
Real-World
Fine-tuning

Standard Formats

RLDSLeRobotOpenXPyTorch

Clear Licensing

Academic & commercial terms.

Real-World Data

Diverse environments, not sims.

Data collected on production hardware

SO100Low-cost Arm
Unitree Go2Quadruped
Universal RobotsIndustrial Arm
Franka EmikaCollaborative
Koch v1.1Open Source Arm

The future of robotics data starts here