As significant efforts are invested in improving glucose smart biosensors, hyperglycemia (high blood glucose) is poised to be one of the most serious healthcare concerns in the coming decades. Accordingly, a graphene-based hybrid nanocomposite of graphene oxide (GO)/ tungsten oxide (WO3)/polyvinylidene fluoride (PVDF) for glucose sensing was designed. Density functional theory (DFT) at the B3LYP/LanL2DZ level of theory was used to optimize the proposed structures. To show the findings, the total dipole moment (TDM), HOMO/LUMO band gap energy (ΔE), and molecular electrostatic potential (MESP) were investigated. The results show that the model molecule representing GO interacted with WO3 throughout the carboxyl group (COOH) and possess the highest TDM of 5.6912 Debye and lowest ΔE of 0.0155eV. Additionally, the incorporation of PVDF into the GO/WO3 model molecule reduces the TDM to 13.2549 Debye and ΔE to 0.0105 eV. Moreover, MESP shows that the interaction of PVDF with the GO/ WO3 model molecule increases the reactivity of GO/ WO3 molecule. The adsorption of the glucose molecule to the GO/ WO3/PVDF model enhances the reactivity of the GO/WO3/PVDF molecule as TDM increases to 20.5130 Debye and ΔE increases slightly to 0.0120 eV. Because of their low synthesis costs, GO, WO3, and PVDF-based biosensors are good candidates for glucose sensing.