One of America's leading multi-format retailers. During the refinement process of Target's internal production chatbot, Innova's team unified the applied solutions by refactoring the existing codebase and introducing standardized reusable components. This approach enabled us to optimize the implementation costs for new scenarios and enhance the reliability of the existing system.