Gantt Charts map project timelines, which are ideal for simple projects with clear deadlines. PERT charts, on the other hand, are suited for complex tasks, focusing on task relationships and critical paths to estimate durations. While Gantt offers straightforward visual scheduling, PERT provides a more profound analysis for projects where understanding task sequences is crucial.