Business

Deepfake risk is easy to discuss but notoriously hard to measure. That is where many enterprise security programs stall. Leadership hears about synthetic voice fraud and AI-generated impersonation, but without structured metrics, the conversation remains abstract. Budget decisions slow down, ownership becomes fragmented, and "readiness" remains a narrative rather than a measurable capability. For CISOs,…

Fraud happens fast. That’s why real-time detection has become an enterprise essential. But "real-time" alerts alone aren't enough if they lead to a broken process. If escalation workflows are too heavy, teams bypass them to meet KPIs. If they are too loose, attackers exploit the gaps. Many organizations oscillate between two extremes: Under-control: Everything is…