The development of efficient catalysts with base metals for CO2 hydrogenation has always been a major thrust of interest. A series of experimental and theoretical work has revealed that the catalytic cycle typically involves two key steps, namely, base-promoted heterolytic Splitting and hydride transfer to CO2, either of which can be the rate-determining step (RDS) of the entire reaction. To explore the determining factor for the nature of RDS, We present herein a comparative mechanistic investigation on CO2 hydrogenation mediated by [M(H) (eta(2)-H-2)(PP3Ph)](n+) (M = Fe(II), Ru(II), and Co(III); PP3Ph = tris(2-(diphenylphosphino)phenyl)phosphine) type complexes. In order to construct reliable free energy profiles, we used highly correlated wave function based ab initio methods of the coupled cluster type alongside the Standard density functional theory. Our calculations demonstrate that the hydricity of the metal-hydride intermediate generated by H-2 splitting dictates the nature of the RDS for the Fe(II) and Co(III) systems, while the RDS for the Ru(II) catalyst appears to be ambiguous. CO2 hydrogenation catalyzed by the Fe(II) complex that possesses moderate hydricity traverses an H-2-splitting RDS, whereas the RDS for the high-hydricity Co(III) species is found to be the hydride transfer. Thus, our findings suggest that hydricity can be used as a practical guide in future catalyst design. Enhancing the electron-accepting ability of low-hydricity catalysts is likely to improve their catalytic performance, while increasing the electron-donating ability of high-hydricity complexes' may speed up CO2 conversion. Moreover, we also established the active roles of base NEt3 in directing the heterolytic H-2 splitting and assisting product release through the formation of an acid-base complex.