Modern businesses face a constantly evolving threat landscape, demanding advanced cyber security measures. Conventional rule-based systems often struggle to recognize new malware and zero-day breaches. AI-driven network defense systems offer a vital advantage, leveraging artificial intelligence to analyze vast amounts of network logs in immediately