Enterprise training data
and RL for agentic AI.
Chemin builds the data pipelines and reinforcement learning workflows that power autonomous vehicles, robotics, and the production agents shipping next — supported by domain experts across 18 markets.
Trusted by AV programmes, robotics teams, and frontier labs deploying AI at scale across 18 countries
Built to ship AV, robotics, and agentic AI into production.
Four integrated layers that ensure your perception stacks, robotic foundation models, and production agents are trained on the right data, evaluated rigorously, and continue performing once deployed.
> Request a Pilot DatasetData Operations Infrastructure
- Multi-sensor annotation: LiDAR, camera, IMU, ego-video
- Multi-stage QA with expert review
- Defined SLAs for delivery and accuracy
RL for Agentic AI
- RLHF, RLVR, and agentic benchmark workflows
- Red-teaming and safety evaluation for data systems
- Domain-expert review, not synthetic proxies
Model Lifecycle Operations
- Continuous performance monitoring
- Edge-case mining and active learning loops
- Structured retraining and calibration cycles
AI Data Exchange
- AV sensor-fusion scenes: LiDAR, camera, IMU
- Robotics manipulation and motion datasets
- JSONL, HDF5, LeRobot, nuScenes, or custom schemas
How we bring your vision to life
Chemin merges expertise and innovation in a tailored suite of services, designed to address your challenges and turn ambition into tangible results.
Industries we help transform through AI optimization
Domain expertise meets strategic brilliance. Here are just some of the industries where we're optimizing AI for smarter outcomes.
TechnologyFinanceLogisticsSustainability
HealthcareE-commerceMarketingRetail
TechnologyFinanceLogisticsSustainabilityHealthcareE-commerceMarketingRetailTechnologyFinanceLogisticsSustainabilityHealthcareE-commerceMarketingRetail
TechnologyFinanceLogisticsSustainabilityHealthcareE-commerceMarketingRetailTechnologyFinanceLogisticsSustainabilityHealthcareE-commerceMarketingRetail
TechnologyFinanceLogisticsSustainabilityHealthcareE-commerceMarketingRetailTechnologyFinanceLogisticsSustainabilityHealthcareE-commerceMarketingRetail
TechnologyFinanceLogisticsSustainabilityHealthcareE-commerceMarketingRetailTechnologyFinanceLogisticsSustainabilityHealthcareE-commerceMarketingRetail
Domain expertise, integrated at the system level.
Chemin embeds trained specialists into your workflows, strengthening data quality and production reliability.
Ready to train, evaluate, and ship
AV, robotics, or agentic AI?
Start with a sample of our training data, or scope a pilot dataset with our team.
