Orotate phosphoribosyltransferase (OPRT) catalyses the reversible phosphoribosyl transfer from α-D-5-phosphoribosyl-1-pyrophosphate (PRPP) to orotic acid (OA) to yield orotidine 5′-monophosphate (OMP) during the de novo synthesis of nucleotides. Numerous studies have reported the inhibition of this reaction as a strategy to check diseases like tuberculosis, malaria and cancer. Insight into the inhibition of this reaction is, therefore, of urgent interest. In this study, we implemented a QM/MM framework on OPRT derived from Saccharomyces cerevisiae to obtain insights into the competitive binding of OA and OA-mimetic inhibitors by quantifying their interactions with OPRT. 4-Hydroxy-6-methylpyridin-2(1H) one showed the best inhibiting activity among the structurally similar OA-mimetic inhibitors, as quantified from the binding energetics. Our analysis of protein–ligand interactions unveiled the association of this inhibitory ligand with a strong network of hydrogen bonds, a large contribution of hydrophobic contacts, and bridging water molecules in the binding site. The ortho-substituted CH₃ group in the compound resulted in a large population of π-electrons in the aromatic ring of this inhibitor, supporting the ligand binding further.