No. Larger units will almost always use more power than smaller ones, but a cheap AC won’t necessarily use more power than an expensive one. Your cost will depend on the BTU size, how much you use it, and what electricity costs where you live. When shopping, look for the CEER number on the yellow Energy Guide Label on the box. The higher the number, the more energy efficient that unit will be for that size air conditioner.