Compared to portable AC units, window air conditioners are quite energy efficient. All you need to do is check the SEER (Seasonal Energy Efficiency Ratio) rating before you purchase the unit. The higher the rating, the higher would be your energy savings.
Talking about energy efficiency, I’m sure you would love to check out some battery-powered AC units as well.