The timeline depends on data maturity, complexity, and how well the AI solution is integrated into your operations. Value-creating prototypes can often be delivered within weeks or a few months. Further iterations and adjustments are usually needed to reach full-scale impact. Having clear KPIs and follow-up plans from the start is key to managing outcomes effectively.