How to Integrate AI into Modern SOC Workflows

AI is rapidly being integrated into security operations centers (SOCs), but many organizations face challenges in translating initial experimentation into sustained operational value due to a lack of strategic integration. Instead of being used as a tool for process enhancement, some teams misuse AI as a shortcut for fixing underlying issues or apply machine learning techniques without aligning them with existing security workflows, highlighting the need for a more deliberate and structured approach to AI deployment in cybersecurity.