That's not true at all. CPR is performed in the field on non-responsive patients who aren't breathing. Depending on level of training, you may or may not bother looking for a pulse.

In hospitals, CPR will be performed when the heart stops moving blood effectively. There are several ineffective rhythms the heart may be in. None of which would classify the patient as dead.