Email remains the backbone of global communication and one of the most targeted vectors for cyberattacks. With the rapid advancement of Large Language Models (LLMs), sophisticated, AI-driven attacks have become an increasingly critical threat to enterprises, NGOs, and global institutions. In our Sec