Glycerol has been suggested as an additional energy source for hydrogen production for fuel cell applications, and several experimental studies have been reported on glycerol conversion on transition-metal surfaces; however, our atomistic understanding of glycerol−metal interactions is still far from satisfactory. In this work, we will report a theoretical investigation of the adsorption properties of glycerol on the Pt(110), Pt(100), and Pt(111) surfaces based on density functional theory (DFT) calculations with van der Waals (vdW) corrections to the DFT total energy. In the lowest energy configurations, which differ by millielectron volts, glycerol is almost parallel to the Pt surfaces and interacts with the Pt surfaces via one of the hydroxyl groups near the on-top Pt sites, which strongly affects the orientation of glycerol relative to the surface. Our results and analyses indicate that the adsorbate structure is among the high energy configurations of glycerol in gas phase. The vdW correction enhances the adsorption energy and hence decreases the equilibrium glycerol−metal distance; in particular, it affects mainly the adsorbate structure for glycerol on Pt(110), leading to the binding of two edge glycerol hydroxyl groups to the Pt(110) surface. Moreover, the vdW correction enhances the magnitude of the glycerol adsorption energy more on Pt(111) and less on Pt(110) surfaces; however, without changing the relative order of the adsorption energies, that is, glycerol binds more strongly on Pt(110) and more weakly on Pt(111) surface. We found large work function changes (0.7−1.0 eV) upon glycerol adsorption and negligible changes in the Bader charges of the H, C, O, and Pt atoms, and hence, polarization effects play a crucial role in the interaction mechanism.