Machine Learning adds complexity to product design—not just in implementation, but even more during product discovery, where user value is explored. At edding, the easycheck team transformed to an empowered product team, collaborating across disciplines by rethinking roles, rituals, and structures. This session shares insights on making ML research and implementation a first-class citizen and enabling product managers and designers to work with uncertain model outputs.