The modern threat landscape is evolving at a pace that traditional security operations can no longer keep up with. Organizations today are dealing with increasingly sophisticated attacks, ranging from ransomware campaigns to identity-based intrusions and advanced persistent threats. At the same time, security teams are overwhelmed by alert fatigue, fragmented tools, and a growing shortage of skilled analysts. This has led to a major shift toward adopting an ai soc approach that combines intelligence, automation, and scalability. An ai soc represents a fundamental transformation in how security operations are conducted. Instead of relying on static rules and manual processes, AI-driven systems analyze massive volumes of data in real time. They identify patterns, detect anomalies, and prioritize threats based on risk. This allows organizations to move from reactive security to a more proactive and predictive defense model. A key component of this transformation is the rise of...