Material simulation on quantum computers could accelerate material development and enable drastically shorter development times in materials science, materials engineering and industry. However, it is not yet clear which approaches will really be useful on the first available quantum computers. In our QuantiCoM project of the DLR Institutes of Materials Research and Materials Physics in Space, we therefore want to find out for which materials science approaches such a quantum advantage – and thus effective applications in industry and research – is possible.