Generative AI workloads involve tasks where AI models create new content, such as text, images, audio, or video, based on training data. These workloads use advanced techniques such as generative adversarial networks (GANs) and transformers to produce realistic and innovative outputs. Applications include content creation, design, entertainment, and personalized recommendations, where AI generates novel and valuable results from learned patterns.