Clinical AI holds immense promise to transform healthcare. However, we have yet to see widespread adoption of clinical AI in healthcare workflows, largely due to poor design and integration of clinical AI. Guidelines to help teams design human-centered clinical AI have been proposed by different companies, governments, and academics. Using high-level, abstract guidelines in practice can be difficult to apply to specific clinical AI projects. My research focuses on bridging this gap by designing and scaling a workshop format at a clinical AI company to help teams apply guidelines to their project.