This workshop aims at engaging the CPDP community in order to flag the different privacy issues that the use of a new Canadian software analyzing medical images with AI techniques could raise. Participants will be introduced to PACS AI, a custom software developed by a team of physicians, data scientists and legal experts at the Canadian Institute for Advanced Research (CIFAR). Attendees will be expected to assess the current design of PACS AI from a privacy standpoint, challenge its core features, and offer alternative design solutions. The main goal of the workshop is therefore to harness the expertise of the CPDP community in order to help our team make sure that PACS AI meets the most stringent privacy requirements and respects the patients’ right to privacy.