This document discusses the design of an approximate radix-256 booth multiplier using Verilog HDL, focusing on improving efficiency by reducing area and power consumption. The proposed method involves creating partial product pairings and optimizing encoding to enhance performance while minimizing delay and power usage. Comparative simulations demonstrate the benefits of this method over traditional booth multipliers in terms of performance, area, and power reduction.