Conformal inference methods deliver exact prediction intervals for future observations, without making any distributional assumptions. They are used in finance, economics, and public health where market behavior, policies, and legislation can sometimes cause failure even with these minimal assumptions. This talk will introduce two new methods to deal with this situation.