Entalpic – AI Platform for Materials and Molecule Design

Entalpic is an SAS registered in Paris, France, with a presence at Station F, that applies AI to designing molecules and materials for surface-driven industrial processes such as semiconductors, batteries and catalysis. It aims to cut the share of candidates that fail in the lab under traditional R&D.

The platform combines a high-throughput discovery engine that ranks candidate materials with generative and predictive models, physics-based quantum simulations, process modeling through digital twins, and experimental feedback loops. A lab in Grenoble is planned for late 2026. Logos on the site include OCP Group, IFPEN, Imperial College London and CentraleSupelec.

• Discovery engine: high-throughput screening that ranks candidate materials.
• Generative and predictive models: propose and score new molecules and materials.
• Quantum simulations: physics-based property calculations.
• Process modeling: digital twins combining machine learning and fluid dynamics.
• Literature analysis: patents and publications mined for candidates.
• Experimental feedback: lab data fed back into multimodal datasets.

A semiconductor packaging or electronics supplier in Vietnam could co-develop precursors for thin-film deposition. A battery materials developer could screen doped cathode candidates. A chemical producer could model a surface-driven process with a digital twin.

Screens large chemical spaces against industrial constraints before lab work. Digital twins for deposition processes pair machine learning with fluid-dynamics simulation. Open collaboration through the LeMaterial initiative. Partnerships with ATLANT 3D (2026-03) and academic partners support process-level validation.

Semiconductor, battery and catalyst makers need new precursors and materials faster, and AI-guided screening with simulation is gaining investment, including strategic backing from chip-industry players. Vietnam's growing electronics and semiconductor packaging base may need such materials design support through partnerships.

SAS registered in Paris (registered office 149 avenue du Maine, per its terms page). News page lists NVIDIA investment (2026-10), the ATLANT 3D partnership (2026-03) and CIFRE partnerships with IFPEN and CentraleSupelec (2026-04). Timeline on the site cites research at Mila (2022-2024) and an 8.5M EUR seed in 2024.