Artificial intelligence (AI) is an interdisciplinary research and it has been widely spread into many specific domains. In this paper, data engineering, knowledge engineering, innovation methodology and intelligent application technology of AI are mainly presented and their prospects in materials science are summarized after analyzing the intelligent service demands in nowadays materials engineering. The work of this paper will be helpful for new materials development and design and has reference value to the future research directions in materials informatics.