Responsible Engineering of Information Systems Based on Generative Artificial Intelligence: An Action Design Research Study at a German Premium Car Manufacturer
摘要
Generative artificial intelligence (GenAI) is a rapidly evolving field that enables novel and valuable information systems. However, developing GenAI-based information systems poses unique challenges that need to be addressed by researchers and practitioners. This paper proposes a method that supports organizations in the responsible engineering of GenAI-based information systems aimed at improving internal operations and value-creation processes. To develop the method enabling organizations to exploit GenAI’s enormous potential while mitigating associated risks, elaborated action design research was adopted. One diagnosis cycle, two design cycles, and one implementation cycle were conducted, involving the evaluation of the method’s design through 48 interviews with practitioners and based on the realization of three real-world GenAI use cases. The theoretical contribution includes prescriptive design knowledge for the responsible engineering of GenAI-based information systems. From a practical standpoint, the paper extends organizations’ methodological toolbox with a holistic, prescriptive guideline for engineering GenAI-based information systems.