Planning agents break down multi-step objectives into sub-tasks, sequencing actions for goals like campaign launches or supply chain adjustments. They use search algorithms to evaluate routes, adapt when inputs change, and replan on the fly. This reduces manual orchestration and accelerates execution, especially in environments where dependencies and external events shift rapidly.