Understanding how an AI image detector identifies synthetic visuals The rise of generative models has made it easier than ever to create photorealistic images, which in turn created demand for reliable ways to detect ai image content. At the core of most detection systems is a combination of pattern recognition, statistical forensics, and model-based signatures.