If, in a t-test, alpha = 0.01"

"1% of the time we will say that there is a real difference, when there really is no difference"

1% of the time we will make the correct inference

99% of the time we will make an incorrect inference.

"1% of the time we will say that there is no real difference, bu in reality there is a difference."