I have two of these and they are very efficient, quiet and maintain room temperature to within a couple degrees. Lightyears ahead of the old technologies.
Air filter design could use some improvement. There is not a good seal between the filter and the front coils, allowing the coils to become clogged with dirt even if you clean the  filter once a week.
I have found this to be a problem with most window units.