Aiming at recovering the best of both worlds, here we present a novel partitioning of the Hilbert space, \textit{hierarchy} configuration interaction (hCI).
By benchmarking hCI against its excitation- and seniority-based parents and numerically exact results, for a series of challenging molecular systems,
and for several relevant properties, we demonstrate its overall superior convergence.
hCI inherits both the quick recovery of weak correlation and the favourable computational cost from excitation-based CI,
as well as a better account of strong correlation from seniority-based CI.
Based on the robust performance and appealing features of hCI, we anticipate our proposed strategy will both inspire further developments within the electronic structure community