Predictive probability refers to the likelihood of future events or observations predicted using existing data and statistical models. It leverages past data to estimate how probable certain outcomes are in the future, enabling AI systems to make informed decisions, forecast trends, or adapt models based on new information, thereby enhancing their accuracy and reliability in dynamic environments.