This paper presents a high-speed 8-point Fast Fourier Transform (FFT) design utilizing a 4-bit Vedic multiplier and various adder configurations to enhance performance. It discusses the algorithms employed, including implementation details and simulation results that demonstrate improved execution time and lower power consumption. The findings suggest that the proposed multiplier can be effectively applied in digital signal processing and cryptography applications.