The HEROES project (2021-2023) aims at developing an innovative software solution addressing industrial and scientific user communities. The platform will allow end-users to submit their complex simulation and machine learning workflows to both HPC data centres and cloud infrastructures and provide them with the possibility to choose the best option to achieve their goals in time, within budget and with the best energy efficiency.