Rakuten’s Chief AI and Data Officer, Ting Cai, sees eight key drivers for successful AI transformation in the emerging “age of agents.” Real value is only created when AI moves beyond pilot projects into integrated, operational use. Executives must develop a clear vision and strategy, set measurable goals, and create a robust security and governance framework.
Consistent customer focus and strong technological foundations are just as crucial as an organizational structure that promotes collaboration. Effective transformation is also based on dynamic data ecosystems and a learning culture that adapts to rapid change. The goal is to integrate trustworthy, useful AI into relevant business processes to enhance human creativity and performance.