We envisage that the new DrugEx software package and its GenUI integration should be suitable for a diverse set of users. On one side, the package provides a quick and easy way to set up experiments and build models via the CLI and GUI, but on the other side, it also enables more advanced alterations to the workflow through the new Python API. The documentation was also significantly improved and we now provide an easy-to-follow tutorial for new users. Finally, all software presented in this work is provided as open-source software and accessible at .