Planning agents in AI are intelligent systems that determine the most efficient sequence of actions to achieve a specific goal. Unlike reactive agents that respond to immediate inputs, planning agents evaluate the current state, anticipate future conditions, and adapt their strategies accordingly. This capability allows for more complex and goal-directed behaviors.