More AI Activity Doesn’t Necessarily Produce Better Security

More AI-generated alerts, investigations, and summaries do not automatically improve cybersecurity. HAWK Network Defense explains how validated findings, decision quality, analyst rework, response timeliness, and verified outcomes reveal whether AI is improving security operations.