Premium and discount refer to the price of a bond and can often mean the difference between a gain and a loss on your investment.But the correlation is not always straightforward: You can lose money in a discount bond and profit from owning a premium bond.remium vs. Discount. A bond with a price below 100 is a discount bond, while price above 100 means the bond is premium.