How ai detectors work: techniques, signals, and limitations Modern ai detector systems combine multiple analytical approaches to distinguish human-written content from machine-generated text or media. At the core are statistical methods that analyze distributional properties… Spotting the Synthetic: How Modern AI Detection Shapes Trust Online