Bleu Robotics Raises €5 Million to Teach Factory Humanoids New Tasks From About Ten Demonstrations

Bleu Robotics, a Paris startup building AI software for industrial humanoid robots, has raised €5 million in a pre-seed round, EU-Startups reported on October 29. The round was co-led by Contrarian Ventures and OVNI Capital, with Kvanted, WEPA Ventures, Motier Ventures and angel investor Charlie Songhurst also taking part.

The company was founded in 2025 by two researchers from Inria, the French national institute for digital science, and a former manufacturing manager at Renault. Its pitch is that factories cannot wait for humanoids trained on internet-scale data. Instead of a single end-to-end model that needs hundreds of hours of training data, Bleu uses what it calls abductive learning, which it says lets a robot pick up a new task from as few as ten operator demonstrations while keeping the explainability that industrial safety requires and accuracy above 99%. Its software is designed to run on any humanoid platform and comes with the training devices used to teach robots on the shop floor. The stated goal is to bring the full deployment of a humanoid on a line down to an hour or less.

Co-founder Benoît Berkoukchi told EU-Startups that humanoids in manufacturing could become the next automotive sector and help Europe and the United States bring production back home, but that most robotics firms are chasing general-purpose models built on data that factories simply do not have.

What it means in practice

The problem Bleu is targeting is real. EU-Startups cited Interact Analysis figures showing that of the more than 20,000 humanoids produced last year, only 10% reached real-world use, while the International Federation of Robotics counts about 5 million industrial robots that mostly repeat fixed tasks. Short, mixed production runs, common in French industry, still fall to people. A tool that cuts training to minutes could matter for the mid-sized manufacturers for which industry federations have sketched AI productivity paths, and it adds a commercial spin-off to the research pipeline behind efforts such as Inria’s €13.5 million AI evaluation and safety programme.

The round is small next to other European robotics deals this year, and the company’s claims have yet to be shown at scale. What to watch is which manufacturers and humanoid makers sign up for first deployments, and whether the ten-demonstration figure holds on real production lines.