Definitely. Would tapping a selected letter deselect it? I thought it might be a bit confusing if you deselect a letter that's not the latest one. Maybe a 'Clear' button would help.
NYT Spelling Bee works like this and it's a pretty similar interface.
For a minimalist version of the same, add just the Undo button and do a full board reset on long-press.