This paper explores how generative AI can enhance K–12 formative assessment by improving feedback, supporting task design, fostering student metacognition, and building teacher assessment literacy. It addresses challenges of equity, ethics, and implementation, offering practical strategies and case studies to guide responsible AI integration in classroom formative assessment practices.