Criminals swiftly adapt to new technology and incorporate them into their modus operandi, posing considerable obstacles for law enforcement agencies and the judiciary. Intellectual property (IP) crime is no exception. Generative AI can supply criminals with a wide range of tools to enhance their illicit business models. This study looks at how criminals utilise generative AI to violate various intellectual property rights. It examines ongoing cases and attempts to regulate the use of generative AI use in the field of intellectual property.