Prepare pudding mix with milk as directed on package.
Slice 1 of the bananas into each pie crust; top evenly with pudding. Slice 1 of the remaining bananas evenly over each pie; cover with whipped topping.
Refrigerate at least 2 hours or overnight. To serve, drizzle 1 Tbsp. caramel topping over each slice of pie.