This paper investigates the essential role of financial modeling in comprehending and predicting the financial activities of small and medium-sized enterprises (SMEs). Financial modeling serves as a significant tool to provide a clear picture of a company’s financial situation, enabling effective decision-making processes. We discuss prevalent literature on the subject, the applications, outcomes, and provide recommendations on the subject.