Fainite AG

Fainite provides physics-based AI solutions to accelerate engineering simulations and automate CAE workflows.

Our technology combines data-driven machine learning with the governing partial differential equations (PDEs) describing physical systems. By learning from existing simulation datasets, our models enable engineers to evaluate new designs, geometries, material configurations, and boundary conditions in seconds instead of hours.

In addition to accelerating simulations, our models are validated against high fidelity solver outputs to ensure consistency with traditional deterministic simulation results. This enables engineers to use AI driven predictions with confidence in design exploration and decision-making.

The platform integrates with existing simulation environments and supports applications in structural and thermal analysis, as well as design optimization and workflow automation.

Fainite also enables engineers to reuse historical simulation knowledge and automate tasks such as simulation setup and requirements extraction from technical documentation.