Slides for my short talk at the Alan Turing Institute at the "Visualisation for Data Science and AI" workshop (https://www.turing.ac.uk/events/visualization-data-science-and-ai). The talk discusses a role for visualization to support decision making with algorithms and walks through an example of our EC H2020 funded DiSIEM research project.