The first instance of a copyright infringement case involving a generative AI drawing was declared recently, triggering another round of heated discussion among academics and the industry around the copyrightability of AI generators. In addition to this inconclusive issue, the issue of whether the data training phase of generative AI infringes upon rights holders’ interests is also controversial. This chapter presents a summary of the topic. What are the legal risks in generative AI data training?