Uncertain finance is an application of uncertainty theory in the field of finance. This paper investigates the uncertain financial market based on the exponential Ornstein–Uhlenbeck model. European option pricing formulas and American option pricing formulas are derived via the \(\alpha \)-path method. Finally, some mathematical properties of the uncertain option pricing formulas are discussed.