Planning agents in AI guide systems to make step-by-step decisions instead of reacting impulsively. For example, a delivery app's AI plans routes by factoring in weather, congestion, and fuel efficiency. This structured reasoning reduces errors, improves reliability, and supports smoother automation across industries like logistics and healthcare.