
Why Chat-Based AI Tools Fail in Operational Security: Building Capability vs. Productivity
Most cybersecurity vendors now claim “AI integration,” but few can explain what their AI actually does or how it makes operational decisions. While chat-based AI tools like Microsoft Copilot excel at individual productivity tasks, they introduce dangerous variability when applied to operational security work that requires consistency, auditability, and institutional