Deployment Engine for Physical AI
DeepReach is a full-stack robotics deployment partner, covering procurement, integration, operations, data, and continuous optimization in real-world environments.
Trusted by leading companies and labs
Unified Deployment Infrastructure
Everything you need to deploy robots at scale
Robot Procurement & Leasing
We help customers source, configure, and finance robots suitable for their environments.
- Robot selection and configuration
- Vendor coordination
- Leasing and financing options
Deployment & System Integration
We integrate robots into existing customer systems and workflows.
- Integration with WMS / MES / ERP
- Safety and SOP alignment
- Site-specific configuration
Teleoperation & On-site Operations
We provide human-in-the-loop operations during deployment and production.
- Remote teleoperation
- On-site intervention support
- Operator workflow standardization
Robotics Data Collection
Capture high-quality deployment data for model improvement and analysis.
- Task-centric episode capture
- Multi-view video and sensor data
- Real-world failure and recovery cases
Annotation & Quality Control
Expert-level data labeling and quality assurance for robotics datasets.
- Action and state labeling
- Success / failure / intervention tagging
- Expert quality review
Model Fine-Tuning & Evaluation
We use deployment data to continuously improve robot performance.
- Fine-tuning using real-world data
- On-site evaluation metrics
- Performance monitoring over time
Production-Ready Robotics Data
Off-the-shelf datasets and fully customized data collection pipelines
Off-the-Shelf Datasets
Ready-to-use manipulation data in LeRobot, HDF5, and MCAP formats
- Humanoid dual-arm
- Collaborative dual-arm / single-arm
- ALOHA-style
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
From Capture to Deployment
Collect data from real deployment environments
Clean and structure raw sensor data
Expert labeling with multi-modal support
Multi-layer quality assurance pipeline
Fine-tune for your specific robot platform
Optimized datasets for model training
Production-ready data for real-world use
90+ Deployment 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
Retail
Warehouse
Inspection
Lab
CustomExpert-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 Deploy Wall?
Join leading robotics companies using DeepReach to deploy robots that actually work in the real world.