The significance of mitochondria in cellular energy production lies in their role as the powerhouses of the cell. They are responsible for generating ATP (adenosine triphosphate) through the process of cellular respiration. Mitochondria convert fuel molecules, such as glucose, into energy, releasing carbon dioxide and water as byproducts. Their efficient energy production supports all cellular activities.