Generative Artificial Intelligence (AI) is a subfield of Machine Learning (ML) that can generate new and original content, such as images, text, or music. High-Performance Computing (HPC) systems provide the necessary computational power and infrastructure to train Generative AI models. This article explores the benefits of High-Performance Computing as-a-Service and how it can be leveraged to train AI models.