IANUS simulation tools can assist in the development and optimization of battery cells, while our AI modules analyze large datasets and simulations comprehensively to identify the most efficient and cost-effective cell concepts. By modeling and simulating various materials, configurations, and manufacturing processes, simulations predict performance characteristics such as capacity, energy density, and cycle life, enabling the best possible product. Manufacturers optimize battery concepts in this way before physical prototypes are built, saving time and resources. Our simulation models can also represent various manufacturing scenarios, such as facility layouts, optimized production flows, and resource allocation. This aids in cost reduction, yield improvement, and increased production capacity.