Impact of Supply Chain Management Practices on Business Excellence: An AI-Enabled Future Roadmap for Mechanical Engineering Enterprises

The purpose of this study is to examine the impact of Supply Chain Management (SCM) practices on Business Excellence in mechanical engineering enterprises and to propose an Artificial Intelligence (AI)-enabled future roadmap for sustaining excellence. The study is based on primary data collected from management and employees of mechanical engineering firms. Statistical tools such as descriptive statistics, correlation analysis, and Structural Equation Modeling (SEM) were used for data analysis. The results reveal a strong and significant relationship between SCM practices and Business Excellence. Further, the study integrates AI as a strategic enabler that can enhance decision-making, operational efficiency, supplier collaboration, and organizational performance. The paper concludes with managerial implications and future research directions emphasizing AI-driven excellence.