This document presents a study that aims to develop a secure messaging system using honey encryption to prevent brute force attacks. It proposes combining honey encryption with the Blowfish encryption algorithm. The study first describes honey encryption and how it works to thwart brute force attacks by producing plausible-looking fake plaintexts from incorrect decryption keys. It then evaluates using honey encryption with the AES and Blowfish algorithms by implementing them and measuring processing times. The results show that honey encryption with Blowfish has significantly lower processing times than with AES, suggesting Blowfish may be better suited for integration with honey encryption in secure messaging systems.