Bleu Robotics, a Paris-based startup developing AI models for industrial humanoid robots, has raised a €5 million pre-seed round co-led by Contrarian Ventures and OVNI Capital, with participation from Kvanted, WEPA Ventures, Motier Ventures and technology investor Charlie Songhurst. The company will use the funding to grow its team and scale its software across industries, targeting a full humanoid deployment process of one hour or less.
Key takeaways
- The gap it addresses: The International Federation of Robotics reports 5 million industrial robots operating globally in 2025, but these machines repeat fixed tasks and cannot adapt to the high-mix, low-volume production now common in manufacturing. Humanoid hardware has advanced, yet software development has lagged, limiting real-world deployment.
- Learning method: Rather than an end-to-end model, Bleu uses an abductive learning approach that lets a robot learn a new task from as few as ten operator demonstrations, while retaining the explainability needed for industrial safety and the 99%+ accuracy production lines demand.
- How it works: The model infers the likely intent behind a demonstration — including the task's goal and constraints — and determines how to reproduce it reliably, removing the need for large task-specific datasets and long training cycles.
- Deployment: The software can plug into any humanoid platform. Operators teach tasks at the workstation using handheld grippers that require no coding, and can retrain the same robot as production changes or move it to another site.
Bleu was founded in Paris in December 2025 by Benoît Berkoukchi, who managed large teams on automotive assembly lines at Renault, alongside Jean-Baptiste Mouret and Serena Ivaldi, research directors at INRIA. The company says it is already working with two major industrial companies and building partnerships with robot distributors, with each deployment feeding real-world data back into the model.
Source: Robotics & Automation News · Published 2026-10-30T22:49:02 · “Bleu Robotics raises €5 million to scale humanoid robot deployment in factories”