While large e-commerce brands successfully use data-driven models to reduce costs, complex pricing algorithms remain too technical for small and medium-sized enterprises (SMEs), preventing them from leveraging AI. To bridge this gap, this paper develops an accessible agent-based pricing system tailored for SMEs. By combining machine learning and profit optimization models, it provides smaller merchants with robust, data-driven decision support.