Recently, generative artificial intelligence (GenAI) has emerged as a game-changer in cybersecurity, significantly enhancing traditional security operations. Its applications range from helping analysts in understanding complex topics during incidents to deciphering intricate scripts, and summarizing findings effectively. With the appropriate fine-tuning, GenAI models can even suggest investigative steps. This advancement