Complex numbers are fundamental in AC analysis as they simplify the representation and calculation of sinusoidal voltages and currents by encapsulating both magnitude and phase information in a single entity. They allow for the use of algebraic techniques to solve circuit equations, making the analysis of AC circuits more straightforward and intuitive.