In a large mixing bowl, combine the peanut butter and honey. Stir until well combined.
Add in the collagen peptides and coconut flour, stirring until the mixture becomes thick and dough-like.
Fold in the white chocolate chips.
Roll the mixture into small balls, using your hands to shape them as needed.
Place the bites on a parchment-lined baking sheet and refrigerate for at least 30 minutes to allow them to set.