With the ever-increasing global requirement for energy-harvesting, the development of a promising thermoelectric material has become one of the main hot topics of material science. Due to the extraordinary properties of two-dimensional materials, this study is aimed at analyzing the thermoelectric characteristics of graphene counterparts, including BC 3 , BC 6 N, BC 6 N-rec (rectangular lattice), and BX systems (where X = P, As, and Sb). Using the firstprinciples calculations combined with the lattice Boltzmann method (DFT-BTE), it is shown that BC 6 N, a synthesized two-dimensional nanostructure, has the highest Seebeck coefficient comparable to that of MoS 2 . Nonetheless, it exhibits a low power factor due to the extremely low electrical conductivity. In contrast to BC 6 N, BSb presents the lowest Seebeck coefficient and intrinsically exhibits a high power factor. Interestingly, it is also shown that BSb could be suggested as a promising candidate for the cooling parts of thermoelectric devices. Similarly, in addition to the anisotropic properties, by a factor of five, BC 6 N-rec shows the highest power factor and a high operating temperature, which could be utilized in the heating parts of thermoelectric devices. Eventually, the results show that more investigations on two-dimensional structures with a high figure of merit are highly demanded for their use in thermoelectric applications.