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Patient experience is an essential component of safe and high-quality healthcare, yet rarely examined in the context of carceral settings. This article describes a project undertaken by the Ontario Ministry of the Solicitor General to collect evidence and perspectives on how to bring patient experiences of healthcare services delivered in provincial correctional facilities into ongoing quality improvement work. We first conducted a scoping review and jurisdictional scan to learn from existing processes and experiences. We then engaged frontline healthcare providers delivering services in custody and people with recent experience of incarceration regarding priority measures and processes for data collection and mechanisms for implementing evidence-based change. This article describes methods used to engage stakeholders, including a survey and focus groups, as well as key lessons learned. This work is relevant to readers experiencing barriers to patient engagement, interested in collaborative research processes, and developing services for people who have experienced incarceration.