Uzbekistan, located in the hot-dry climate of Central Asia, currently rates room air conditioners based on EER measured under fixed rating conditions, which may not reflect actual seasonal cooling demand. This study reviews international seasonal efficiency indicators (SEER, APF) as institutional background and focuses on computing CSPF under Uzbekistan climate conditions to investigate the applicability of a climate-based seasonal efficiency rating system. EnergyPlus weather data (EPW) for six representative cities (Tashkent, Samarkand, Bukhara, Fergana, Namangan, and Andijan) were used to derive climate-based BIN fractions, which were compared with the ISO 16358-1 standard BIN distribution. ISO 5151 calorimeter test data of a 3.0 kW wall-mounted inverter AC unit were combined with both BIN fractions to compute CSPF. The results revealed that the ISO 16358-1 standard BIN concentrates between 24-27℃, whereas the Uzbekistan climate-based BIN shows substantial occurrence frequencies above 31℃, with cooling hours persisting even at 35-38℃ in Tashkent and Bukhara. The seasonal cooling load and electricity consumption derived from the local-climate BIN were approximately 1.94 times higher than those derived from the ISO standard BIN (3,213 vs 1,654 kWh; 719 vs 370 kWh, respectively), while the resulting CSPF values were nearly identical (4.470 vs 4.472). For the tested 3.0 kW inverter-type unit, the calculated CSPF was nearly unchanged despite substantial increases in seasonal cooling load and electricity consumption. This finding suggests that, at least for this product class, an absolute-consumption-based or climate-weighted indicator may be necessary to complement CSPF in capturing the true energy performance under Central Asian hot-dry climate conditions.