Silurian joins TotalEnergies On Program

Silurian Team

March 5, 2025

Transforming Electricity with Total

Silurian, a pioneer in developing foundation models for simulating Earth’s physical systems, has been selected to join the fifth cohort of TotalEnergies On, the company’s dedicated accelerator program for startups in the electricity and renewable energy sectors. This six-month program provides tailored support, fostering collaboration with TotalEnergies' experts and offering access to its infrastructure and customer network.

Silurian specializes in training large-scale foundation models for weather and power grid systems, leveraging petabytes of public and proprietary data to understand their interactions and evolution over time. Their flagship model, GFT, is publicly available via an API, delivering high-resolution weather—and soon, renewable energy forecasts.

The TotalEnergies On program aims to foster innovation across the entire electricity value chain, including renewable power generation, energy storage, distributed energy management, power trading, power retail, and electric mobility. Selected startups benefit from entrepreneurial mentoring in collaboration with HEC Paris and are hosted at STATION F, the world’s largest startup campus.

By joining this program, Silurian gains a unique opportunity to collaborate with Total and accelerate the impact of its technology on the energy sector.