Store homemade brownie ice cream in an airtight container in the freezer. Alternatively, you can keep the ice cream in the loaf pan you froze it in, just be sure to cover it with two layers of plastic wrap before storing it. This no-churn ice cream should stay fresh in the freezer for a month.