AI is no longer experimental. It now operates inside live business systems, influencing customer interactions, analytics, and operational decisions. While this shift delivers efficiency, it also increases exposure to security, compliance, and reputational risk.  Many organisations accelerated AI adoption before governance matured. As a result, shadow AI tools, limited oversight, and unclear accountability create blind spots. When AI moves into production without structured co