Complex chemical plants need various custom monitoring, control, simulation and diagnostic software codes that necessitate the integration of models into the problem-solving process. This paper describes a system and its practical applications that support this process. The work described here is based on the Multigraph Architecture: a generic framework for building model-based systems. The paper discusses the modeling paradigm and techniques used, how the applications are generated, and some practical, existing applications.