The higher the efficiency, the lower the energy costs.
SEER is the industry term used to measure energy efficiency. Matching equipment can provide efficiencies up to 19 SEER†, which means substantial energy savings. By comparsion, your old unit may have such poor efficiency that it's costing you twice as much to operate every month.
†SEER stands for Seasonal Energy Efficiency Ratio.