Joey, I'm glad you asked this question. It helped me. I mostly mulch to keep the weeds down, and do keep it away from the crowns.
This is a great group of Peony fanatics! Plus this group loves to post photos, and that is so fun. I look forward to seeing your Peony photos this Spring!
LG