Found it!
-Have Settings set to List view
-Under Device, go to Battery & Power Saving
-Under the heading Battery Saver, select Power Saving Exclusions
-In that list (in alpha order), find Exchange and turn the toggle off
-No more warnings from battery saver that it will drain the battery faster!