There are standardized efficiency measurements that all A/C manufacturers must conduct and publish in the US. You'll see terms like COP, EER, and SEER. Those allow you to compare pretty easily.
Currently the minimum is a SEER of 13, but I've seen units as high as 22 advertised.
Currently the minimum is a SEER of 13, but I've seen units as high as 22 advertised.