To improve the performance of inverted perovskite solar cells, we introduce a novel approach to enhance the devices’ efficiency notably. Our novel strategy incorporates a cutting-edge metasurface-based reflector featuring TiO 2 nanodiscs within a MoSe 2 layer, employed as an electron transport layer (ETL). Demonstrating a substantial improvement in light reflection from the lower part of the structure, the TiO 2 nanodiscs as a metasurface-based reflector enhance electron transfer. Notably, the metasurface-based perfect reflector, incorporating TiO 2 nanodiscs, outperforms other TiO 2 nanocube variations with an impressive light reflectance of 97.95%. Exploring different materials for electron transport layers (ETLs) and hole transfer layers (HTLs), we identify MoSe 2 as a potent secondary absorbent material, featuring a smaller bandgap than the primary absorbent MAPbI 3, thereby intensifying the electric field within the active layer and improving Power Conversion Efficiency (PCE). In the final evaluation, our inverted metasurface-based device structure (ITO/Cu 2O (HTL)/MAPbI 3/TiO 2 nanodiscs and MoSe 2 (ETL)/aluminum/SiO 2) significantly enhances the solar cell’s electrical characteristics compared to the planar reference structure (ITO/CuSCN/MAPbI 3/TiO 2/aluminum), with noteworthy increases in J sc, V oc, and PCE values from 17.98 mA/cm 2 to 21.91 mA/cm 2, 1.03 V to 1.07 V, and 15.33% to 19.17%, respectively. Our proposed inverted metasurface-based device structure represents a promising potential in the construction of high-performance perovskite solar cells.