Understanding how an ai image detector works At the core of every reliable image-verification system lies a combination of statistical analysis, pattern recognition, and machine learning. An ai image detector examines visual artifacts that are often imperceptible to the human eye: subtle pixel-level noise, mismatched lighting, inconsistent shadows, or anomalies in texture and color distribution.