As generative models create text, images, and audio with increasing fluency, organizations and individuals face the pressing need to distinguish human-made content from machine-produced output. The rise of ai detectors and related tools has become a cornerstone for platforms that aim to preserve trust, enforce policy, and maintain intellectual integrity. Understanding how these systems operate, …