In the upcoming, increasingly-digitized society (dubbed society 5.0), Equmenopolis aims to contribute through conversational AI agents that provide support and services in all aspects of education and work, both online and face to face. We develop an multi-purpose conversational AI agent platform and a dialog scenario generation tool to support and act on behalf of the human-labor intensive, face-to-face tasks that are abundant in varying industries. We aim to improve the productivity and quality of each business through the collaboration of humans and AI.