The design of novel functional materials in silico is severely hampered by the lack of robust and computationally efficient methods for describing both molecular absorbance and screening on substrates. Here we employ our hybrid $G_0[W_0+Delta W]$-BSE implementation, which incorporates the substrate via its screening $Delta W$ at both the quasiparticle $G_0W_0$ level and when solving the Bethe-Salpeter equation (BSE). We show this method can be used to both efficiently and accurately describe the absorption spectra of physisorbed molecules on metal substrates and thereby tailor the molecules absorbance by altering the surface plasmons energy. Specifically, we investigate how the optical absorption spectra of three prototypical $pi$-conjugated molecules: benzene (C$_6$H$_6$), terrylene (C$_{30}$H$_{16}$) and fullerene (C$_{60}$), depends on the Wigner-Seitz radius $r_s$ of the metallic substrate. To gain further understanding of the light--molecule/substrate interaction, we also study the bright excitons electron and hole densities and their interactions with infrared active vibrational modes. Our results show that (1) benzenes bright $E_{1u}^1$ exciton at 7.0 eV, whose energy is insensitive to changes in $r_s$, could be relevant for photocatalytic dehydrogenation and polymerization reactions, (2) terrylenes bright $B_{3u}$ exciton at 2.3 eV hybridizes with the surface plasmon, allowing the tailoring of the excitonic energy and optical activation of a surface plasmon-like exciton, and (3) fullerenes $pi-pi^*$ bright and dark excitons at 6.4 and 6.8 eV hybridize with the surface plasmon, resulting in the tailoring of their excitonic energy and the activation of both a surface plasmon-like exciton and a dark quadrupolar mode via symmetry breaking by the substrate.
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