Highly dispersed Pt species, typically subnanometric clusters and single-atoms, feature catalysis that differed significantly from that of the faceted nanoparticles. However, the catalytic chemistry of these size-specified Pt entities is still a subject of debate. Here, we report that metallic Pt clusters in a bilayer geometry, dispersed on TiO 2 , served as the active phase for the lowtemperature water−gas shift reaction. The control of Pt dispersion was done by treating a Pt/TiO 2 sample, where 3 nm Pt particles dispersed over rod-shaped brookite-TiO 2 , with oxidative and reductive gases at elevated temperatures (673−873 K). The oxidative treatment of the Pt/TiO 2 precursor yielded subnanometric PtO x clusters (<1 nm) at 773 K and cationic Pt single-atoms at 873 K. Combined microscopic and spectroscopic characterizations revealed that the PtO x clusters had a monolayer geometry, in which the Pt atoms were loosely connected via the Pt−O−Pt bond and chemically anchored on the surface of TiO 2 via the Pt−O−Ti bond. While the cationic Pt single-atoms not only located on the surface but also diffused into the subsurface/bulk of TiO 2 , presenting in diverse coordination environments. Catalytic evaluations found that the subnanometric PtO x clusters were more active for the lowtemperature water−gas shift reaction than the cationic Pt single-atoms. More interestingly, the H 2 -reduction of the PtO x clusters at 773 K resulted in metallic Pt clusters that adopted predominately a bilayer geometry at an appropriate Pt 0 /(Pt 0 + Pt 2+ ) ratio. The surficial metallic Pt atoms tuned the electronic structure of the positively charged Pt atoms at the Pt−TiO 2 interface and thus enhanced the catalytic activity dramatically.