What Is an AI Adversarial Attack?

An AI adversarial attack is a deliberate manipulation designed to fool a machine learning model into making a wrong prediction or leaking data it was never meant to reveal. This guide breaks down how these attacks work, the real research and case studies behind them, and the detection and defense methods security teams use in 2026.