Hybrid AI is transforming industrial production

Artificial intelligence has already proven its value across many business functions—but bringing it into industrial facilities has been a tougher challenge. That’s changing fast. Hybrid AI, which combines machine learning with symbolic approaches based on explicit knowledge, is emerging as a powerful solution to meet the high demands of industrial environments.

These hybrid systems deliver greater reliability, explainability, and data efficiency, enabling new use cases on the shop floor. Early deployments are already driving more precise maintenanceup-to-date asset management, and de-risked project execution—all supporting the industry’s goals of flexibility, performance, and sustainability.

French start-up Samp is a standout example, using AI and 3D scanning to help rapidly build accurate digital twins of industrial sites. Their technology improves maintenance, safety, and knowledge sharing while avoiding “black box” limitations.

Read the full article on  L’Usine Nouvelle.

More to explore

Franciliane, SEDIF, and Samp are proud to be nominated for “AI Project of the Year”

The Global Water Awards are among the most prestigious recognitions in the international water industry. They highlight the initiatives and innovations shaping the future of water, wastewater, technology, and desalination.

The 2026 Awards ceremony will take place on May 19 at La Quinta de Jarama, as part of the Global Water Summit.

This year, a project carried out in collaboration between Franciliane, SEDIF, and Samp has been nominated in the “AI Project of the Year” category.

Webinar: P&ID revalidation, by the field, for the field

Webinar: P&ID revalidation, by the field, for the field

Learn how your teams & contractors can continuously check flowsheets to rapidly build or easily sustain a trusted, up-to-date industrial digital twin.

Keeping Piping and Instrumentation Diagrams (P&IDs) up-to-date is a critical challenge for maintaining industrial assets. Discover how Shared Reality slashes your P&ID revalidation costs and delays, while improving your safety record.

ARC Leadership Forum | Executive Interview – Laurent Bourgouin – CEO, Samp.

In this video, Laurent Bourgouin, CEO & co-founder of Samp, joins Peter Reynolds for an executive interview on February 10.

He explores a persistent industry challenge: the gap between technical information and real site conditions and how Shared Reality helps you align what your teams see with what actually exists on site.

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