A practical roadmap guides clinically qualified medical physicists in integrating imaging-based AI into clinical workflows. It details each phaseâ€"from assessing needs and system selection to commissioning, quality management, and decommissioningâ€"while offering insights applicable to a wide range of clinical AI challenges.