Most dangerous attacks in cybersecurity history are happening right now, and most organizations do not know it. Adversarial artificial intelligence represents a fundamental shift in how we must think about system security. Unlike traditional cyber threats that exploit implementation flaws, adversarial AI attacks exploit the mathematical foundations of machine learning (ML) itself. These attacks manipulate the very decision-making processes that organizations increasingly depend upon for critical operations ranging from fraud detection to medical diagnosis to autonomous vehicle control.