<p align="justify">The case describes how Zhuiyi, a leading conversational artificial intelligence (AI) start-up in China, developed its growth strategy and made transitions in the face of product commercialization challenges. The crux lies in the low customer satisfaction rate of AI products, which could be endogenously attributed to mismatched expectations among customers and the founding team in the product development process as well as to the lack of vertical industry knowledge among executives and employees. Zhuiyi needs to make a strategic choice between: a) developing new AI products by making large and risky research-and-development investments or b) devoting more resources to product customization and expanding the market through client diversification.

The case describes how Zhuiyi, a leading conversational artificial intelligence (AI) start-up in China, developed its growth strategy and made transitions in the face of product commercialization challenges. The crux lies in the low customer satisfaction rate of AI products, which could be endogenously attributed to mismatched expectations among customers and the founding team in the product development process as well as to the lack of vertical industry knowledge among executives and employees. Zhuiyi needs to make a strategic choice between: a) developing new AI products by making large and risky research-and-development investments or b) devoting more resources to product customization and expanding the market through client diversification.