To clarify the relationship between the type of the oxide support and the activity of the gold-doped oxide clusters toward H oxidation, a suitable closed-shell system AuVO is chosen to have a comparative study with AuCeO, the first closed-shell cluster that is reactive toward H oxidation. The reaction of AuVO with H was characterized by mass spectrometry and density functional theory calculations. The AuVO cluster is reactive toward H leading to the major product of VOH (+ Au), whereas the product of AuVO (+ HO) is completely absent in the experiment. This is in sharp contrast with the similar reaction system of AuCeO with H, in which the formation of HO was experimentally evidenced. Theoretical calculations revealed that the distinct reaction behaviors between AuVO and AuCeO can be attributed to the gold-metal bond strength, which plays an important role in anchoring the gold atom. The weaker Au-V bond promotes the evaporation of Au, which has a negative effect on the total oxidation of H to HO. This comparative study provides molecular-level mechanisms to understand the important roles of the gold-metal bond in the oxidation of hydrogen molecule over metal oxide supports.