Solverx

SolverX develops AI-based solvers for computer-aided engineering (CAE), positioning its work as moving "beyond solver to physics intelligence." The company's platform is designed to reuse a manufacturer's accumulated 3D simulation and physical testing data to train multiphysics AI models that can produce simulation results for new designs, materials and boundary conditions in real time. The company states its AI solvers can run 3D simulations up to 1000x faster than conventional approaches while retaining accuracy, and that they integrate with commercial CAE software, open-source solvers and in-house solvers.

The product line is organized around four steps: activating a customer's existing simulation and testing data; AI Solver, which generates 3D simulations for new designs and conditions; AI Optimizer, which explores wider design spaces to search for globally optimal designs; and AI Enhancer, which combines test data and multiple solvers to build a "Physics Twin" AI intended to address problems that traditional CAE handles poorly. Supported physics areas include structural analysis, fluid dynamics, thermal analysis, electromagnetics, multiphysics, NVH, injection molding and metal forming.

SolverX describes its longer-term research direction as a "Physics World Model" for artificial general intelligence, with foundation models intended to bridge machine learning and the physical laws governing reality. The company publishes machine-learning research, with listed papers at venues including ICLR, ICML, CIKM and workshops, on topics such as convolutional state space models, orthogonal decomposition for PDE prediction, decoupled state space models for multiphase/multiphysics systems, and graph neural networks, alongside applied work on redox flow batteries and lithium-ion battery capacity estimation.

Founding story

SolverX was founded by Yun Young Choi, Ph.D., who serves as CEO and previously worked at the National Institute for Mathematical Sciences and Samsung SDS. The company's name refers to a numerical solver combined with "x" for the unknown and future possibilities.

Business model

SolverX sells AI-aided engineering software to manufacturers, offering AI Solver, AI Optimizer and AI Enhancer products that are trained on and integrated with a customer's own simulation, testing and solver environment. Engagement begins through demo requests and direct contact with the company.

Traction

The company cites use by leading manufacturers, including Hyundai WIA, where AI Solver has been applied to the design of new automotive parts for electric vehicles across parametric and non-parametric studies, concept design and optimization; a Hyundai WIA senior engineer is quoted describing validated predictive results across a variety of automotive part geometries.