Machine learning and artificial intelligence are the next big thing in almost any market sector. Organizations strive to incorporate these techniques as much as possible. However, AI and ML models pose new risks, for example to reputation, and performance is not always as expected. When developing and incorporating AI within your organization, several model choices have to be made that can directly impact your reputation and profitability. Within this workshop, we will discuss several aspects of responsible AI, a platform and toolkit that allows organizations to improve transparency, explainability, and performance. Participants will experience during this workshop what possible impact their model choices can have.