This workshop is designed for professionals who want to move beyond theory and think more practically about how AI can be embedded into business workflows. It will guide participants through the key building blocks of useful AI adoption, including identifying the right use cases, designing human-in-the-loop processes, reducing implementation friction, and thinking carefully about governance, adoption, and organisational fit. By the end of the workshop, participants will have a clearer framework for evaluating and designing AI-powered workflows that are realistic, useful, and aligned with business needs.