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.
Better data, better outcomes. We’ll transform your data for optimal performance or deliver ready-to-use datasets for faster deployment.
Your models are your edge. We’ll handle the evaluation, training, and optimization so you can focus on performance.
Optimized performance starts with robust design. Revamp your AI models with cutting-edge frameworks and efficient workflows.
Focused specialists, global coverage. Our network of independent talents and industry partners is your pathway to AI success.

How we bring your vision to life

DISCOVER
We'll start by identifying your project's challenges, aligning on goals, and mapping out what is needed to deliver results.
PREPARE
We'll collect and meticulously curate the data necessary for your models to perform at their best.
TRAIN
We match you with the ideal AI model and guide it through a rigorous training process with human expertise.
VALIDATE
Our team of specialists analyzes the results and validates your model's performance through a pilot program.
DEPLOY
Your model is now up and running, but we'll still keep monitoring, troubleshooting, and automating processes for smooth operation.
FEEDBACK
Our human experts stay in the loop, providing feedback that fine-tunes the model for superior performance.
Industries we help transform through AI optimization
Domain expertise, integrated at the system level.

50+ specialists
Trust our team of LLM specialists, data engineers, and more to provide the knowledge needed for any AI development.

10+ industries
We've built custom frameworks for the 10+ industries we specialize in, with 21 proven pilot cases under our belt.

100mil+ data points
Our data transformation count has crossed the 100 million mark, and we're still going strong in making data cleaner for greater results.

18 countries
We operate from campuses around the world, sourcing local talents for cultural insights and multilingual competencies for higher complexity programs.
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.