What an ai image detector does and how it works An ai image detector is a specialized tool designed to analyze digital images and determine whether they were produced or manipulated by artificial intelligence. These detectors rely on statistical patterns, pixel-level artifacts, and inconsistencies that often accompany generative models. While human eyes may be fooled by photorealistic results from advanced generative networks, detectors look at subtle clues—frequency-domain anomalies, compression signatures, and texture irregularities—that hint at synthetic origins. At the core of many detection systems are machine learning classifiers trained on large datasets of both genuine and synthetic images. Convolutional neural networks (CNNs) learn discriminative features that separate natural image distributions…