The rise of antimicrobial resistance is challenging for physicians in clinical practice to prescribe antibiotics that are effective against bacterial infections. Conventional antibiotic susceptibility testing (AST) is labor-intensive and time-consuming (18-24 h). Newly emerging technologies such as microfluidics may enable more rapid AST assay time. In this study, we utilize a nanoliter-sized microchamber/microarray-based microfluidic (N-3M) platform to reduce the AST assay time and rapidly determine the minimum inhibitory concentrations of different antibiotics. Bacterial suspensions, with or without antibiotics, are loaded into small nanoliter-sized chambers, and the change in fluorescent intensity emitted from resazurin reduction, which correlated with bacterial growth, is measured. We demonstrate the reproducibility, functionality, and efficiency of our N-3M platform for numerous wild-type clinical bacterial isolates including Escherichia coli, Klebsiella pneumoniae, and Enterococcus faecalis. The time-to-result of our N-3M platform varies between ∼1-3 h, depending on growth rates of different bacterial species. We believe that our proposed N-3M platform is robust, is easy-to-implement, has a short time-to-result, and can be applicable for microbial AST in clinical applications.