Powering the Future
with Physical AI
We play with intelligence.We start a new era.
About
YiRen
YiRen Technology aims to build the world's leading data infrastructure for Physical AI—the backbone for next-generation embodied AI
Our capabilities span the entire Physical AI data lifecycle, including data collection, management, annotation, security, and scenario-based application development, addressing data scarcity and cost bottlenecks across large models, autonomous driving, and embodied intelligence.
YiRen is more than a data provider; we are a builder of the Physical AI ecosystem. By connecting real-world industrial scenarios with layered model training, we accelerate embodied intelligence from lab demos to scalable commercial deployment.
Interactions
Perception Data
Spatiotemporal Intelligence
Multi-source spatiotemporal data infrastructure across road networks, urban environments, and low-altitude airspace—powering autonomous driving, intelligent transportation, and the low-altitude economy.
Intersection Intelligence
Standardized traffic signal data—phases, countdowns, and timing plans—via RSUs, video AI, and traffic platforms.

Dynamic Traffic Information
Real-time congestion, travel time, and incident data from vehicle trajectories, radar, and other sources.

Crowdsourced Mapping
Real-time vehicle sensor data enables fast, cost-efficient map updates.

Low-Altitude Economy
A unified low-altitude operations platform integrating drone flight routes, eVTOL corridors, and meteorological data to support fleet scheduling and airspace management.

Smart City
Traffic data powers city simulation, signal optimization, and AI inspection—shifting governance from reactive to proactive.

Automotive AI
Full-stack data and in-vehicle Agent solutions for intelligent driving and smart cockpits—from driving to understanding users.

Autonomous Driving Datasets
Autonomous Driving Model Training
Custom datasets and scenario libraries for autonomous driving, backed by nationwide collection to accelerate long-tail coverage, iteration, and compliance testing.
- AI Annotation: VLM-Assisted 4D Point-Cloud Annotation
- Long-tail scenario mining: For corner cases such as stormy nights, construction zones, and irregular obstacles
- Real-Time Data Anonymization: With automatic license plate and face blurring to meet compliance requirements
Smart Cockpit
Integrated Intelligent & Digital Solutions
Integrated intelligent and digital solutions that advance vehicle innovation, user experience, and sustainable growth.
- In-Vehicle Claw: Self-Evolving, long-term memory, multimodal
- HMI: Multi-screen interaction design centered on user experience, creating an immersive cockpit interface with minimal cognitive load.
- AI Voice: Always-available, wake-word-free interaction, multi-turn dialogue, dialect recognition, and voice biometric authentication
- In-Vehicle Entertainment: Immersive media, gaming ecosystem integration, and AR navigation fusion
- Vehicle Services: One-tap access to maintenance booking, insurance renewal, fueling, and charging
- Phone-to-Vehicle Connectivity: Seamless handoff, app relay, and cross-device notification coordination
- Vehicle Companion App: Integrated remote control, digital key, and community engagement
IoV and Data Platform
IoV & Data Value Chain
Modular IoV, data platform, and vehicle-road-cloud solutions connecting the end-to-end data value chain.
- IoV Access: Real-time ingestion and processing of massive vehicle data with support for millions of concurrent device connections
- Data Platform Governance: Data cleansing, fusion, analytics, and visualization to build enterprise-grade data assets
- Vehicle-Road-Cloud Coordination: Integrated collaboration across vehicles, roadside systems, and the cloud for network-wide traffic optimization
- Operations Analytics: Multidimensional operational analysis and visualization dashboards that support smarter business decisions
Embodied AI
High-quality data takes embodied AI from lab to scale. YiRen covers collection, simulation, and scenario adaptation.

Data Collection
Standardized collection lines built with government partners, producing high-quality data for diverse robots and scenarios.
- Multimodal data collection, including ego, exoskeleton, and VR demonstration
- Across manufacturing, logistics, and home-service scenarios.
- Addressing robotics data scarcity and high collection costs

Data Management Platform
End-to-end platform for data, training, and simulation across robot platforms and teleoperation systems.
- Data Augmentation: backgrounds, spatial variations, and trajectories.
- Multimodal Annotation: AI pre-annotation plus action, object, and dynamics annotation
- Integrated management of datasets, model training, and simulation evaluation

Embodiment Custom Development
Robot adaptation and retraining for commercial deployment.
- Cross-Embodiment Transfer Learning and Rapid Scenario Adaptation
- Edge-Case Mining and Augmentation
- Sim-to-Real Closed-Loop Validation and Deployment

Industry-Academia Integration
University partnerships for embodied AI courses and industry-ready talent.
- Collaboration with Universities on Standardized Curricula
- Development of Industry-Education Integrated Training Bases
- End-to-End Talent Development and Employment Pathways
LET’S BUILD PHYSICAL AI TOGETHER
Talk to YiRen
For business and technical inquiries, media collaboration, or other matters, please complete the form below. Our team will get back to you shortly.
For business and technical inquiries, media collaboration, or other matters, please complete the form below. Our team will get back to you shortly.