This study systematically explores the mechanical, transport, and thermoelectric properties of the alkali antimonide compounds ( = , , , ) using first-principles calculations and the Boltzmann transport equation. We found that considering quartic anharmonic effects leads to temperature-dependent phonons undergoing a frequency shift and overall phonon spectrum hardening, thereby increasing the phonon group velocity. Additionally, this study reveals that alkali-metal atoms play an important role in the phonon frequency of ( = , , , ). The quartic anharmonicity strengthens as the mass of the alkali-metal atom increases. Moreover, as the atomic number of alkali-metal atoms increases, the interaction between atoms weakens, resulting in a gradual decrease in bulk modulus (), shear modulus (), and Young’s modulus (). We also observe that, beyond 400 K, the lattice thermal conductivity of is lower than that of , which is mainly attributed to the larger scattering rate of . By considering various scattering mechanisms, we obtain reasonable electron relaxation times and electron transport properties. Because of the large electronic dispersion band at the conduction-band minimum, -type exhibits high electron mobility. Finally, owing to the low lattice and good power factor, these four -type alkali antimonide compounds demonstrate excellent thermoelectric performance.