Our air conditioner runs for a long time in the evening, even though we do not change the temperature setting. It will run for several minutes and drops the temperature to an uncomfortable, cool, temp. We have the Robertshaw 9500

Hard to say without knowing what your settings are, location, and outside temperature.

So, the temp falls below the set point?