End-to-End Robotics Data Services
From data collection and teleoperation to annotation and quality assurance—we provide the complete data pipeline for real-world deployment and model training.
Off-the-Shelf Robotic Data
Datasets in LeRobot, HDF5, MCAP formats with batch or rolling delivery
Humanoid dual-arm manipulation
Task mix varies by scenario
Collaborative dual-arm manipulation
Includes assembly-style tasks
Collaborative single-arm manipulation
Pick/place, insertion, sorting
ALOHA-style configurations
Multi-view teleop demonstrations
Supported Formats
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
Multi-Platform Support
Data collection across diverse robot configurations and form factors
Humanoid Robots
Dual-arm humanoid platforms for complex manipulation tasks
Mobile Manipulators
Wheeled base + dual arms for navigation and manipulation
Fixed-Base Manipulators
Single-arm / dual-arm collaborative robots for assembly-style tasks
Custom Platforms
Proprietary or customer-supplied robot systems
Multiple Data Collection Modalities
Flexible approaches for capturing high-quality demonstration data
Isomorphic-Arm Teleoperation
Arm-to-arm teleoperation with high fidelity for precise control mapping
Exoskeleton-Based Teleoperation
Upper-body motion capture for natural control mapping
Egocentric Demonstrations
Human demonstrations captured for imitation learning
VR-Assisted Teleoperation
VR-based control and visualization for immersive operation
Data Samples
Tailored to Your Needs
From edge cases to specialized tasks, we build custom data pipelines for your specific requirements
Supported Variations
Long-Tail Scenarios
Rare but high-impact failure cases for robust model training
Lighting Variation
Strong backlight, low-light, glare conditions
Dynamic Interference
Moving people, objects, and environmental clutter
Complex Environments
Occlusion, crowded scenes, unstructured layouts
Custom Tasks
Rigid Object Manipulation
Grasping, placing, insertion, rotation
Deformable Object Handling
Clothing, food items, cables
Precision Tasks
Small parts, reflective/transparent items
Collaborative Tasks
Human–robot or robot–robot coordination
Fine-Tuning & Evaluation
Leverage deployment data to continuously improve robot performance
Fine-Tuning with Real-World Data
Leverage deployment data to continuously improve model performance on your specific tasks and environments.
- Domain-specific training data
- Edge case augmentation
- Transfer learning support
On-Site Evaluation Metrics
Comprehensive evaluation frameworks tailored to real-world deployment conditions.
- Task success rate tracking
- Intervention frequency analysis
- Performance benchmarking
Enterprise-Grade Security
Your data is protected with industry-standard security measures and compliance frameworks
NDA Support
Comprehensive non-disclosure agreements for all engagements
Data Encryption
In transit & at rest encryption for all data
Access Control
Role-based access with audit logs upon request
Privacy Compliance
GDPR / CCPA-aligned handling (project-dependent)
Data Usage
Customer-exclusive by default; no resale unless explicitly agreed
Ready to Accelerate Your Data Pipeline?
Get production-ready robotics data tailored to your specific needs and environments.