What is the difference between an object with constant acceleration and an object with constant speed?

Constant speed means that the speed doesn't change.Constant acceleration means that the acceleration doesn't change. The velocity WILL change in this case - unless the acceleration happens to be zero.

So will the speed - note that in circular motion, both the acceleration and the velocity change all the time, even if the speed doesn't change.