As Artificial Intelligence (AI) technology continues to evolve, Chinese museums are increasingly adopting digitalization and networked systems. Visual aesthetics play a crucial role in enhancing cultural and creative products, while AI supports the development of interactive exhibition spaces and cultural artifacts. However, challenges persist, including repetitive narratives, a lack of originality in cultural products, and uneven digital progress across museums. This study explores the development and current trends in museum cultural and creative product design in the context of the Internet era. Leveraging the metaverse and AI-driven technologies can help Chinese museums establish unique intellectual property symbols and create immersive virtual experiences. AI generative design enables museums to produce innovative, personalized cultural products, enrich consumer sensory engagement, and bring cultural artifacts to life in three-dimensional forms. The Beijing Palace Museum serves as a prime example of integrating AI technology and strategic design approaches. By precisely targeting consumer preferences and incorporating elements of traditional Chinese culture, the museum blends practicality with creativity. Its focus on craftsmanship, combined with cross-industry collaboration and new media integration, ensures that its cultural products maintain their heritage value while achieving commercial success in the AI era. This paper emphasizes that the sustainable development of cultural and creative products is essential for the future of museums. Advancing the thoughtful design and innovation of these products in Chinese museums remains a critical subject today.
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