This workshop introduces participants to the transformative applications of generative AI in pathology, emphasising potential to revolutionise diagnostics, research, and workflow optimization. Aimed at pathologists, AI developers, healthcare administrators, and students, this workshop provides a comprehensive overview of generative AI technologies and their applications in image synthesis, augmentation, and report generation. Participants will explore how generative AI can enhance diagnostic accuracy and create training datasets, particularly for rare diseases. Also, this workshop addresses critical generative AI challenges, legal, social, ethical and professional considerations, and requirements validation, supplemented by case studies reflecting successful implementations of generative AI in pathology.