Abstract: In an embodiment, a method of managing AI model rollouts can include the operations of training, by a cloud environment, a second AI model, wherein the second AI model outputs a same AI feature as a first AI model in the cloud environment; specifying, by the cloud environment, a rollout window in which the second AI model is to be released to a plurality of tenant applications; and displaying, by the cloud environment, an output value to each of the plurality of tenant applications based on a timestamp associated with the tenant application, wherein the output value is one of an output value of the first AI model, an output value of the second AI model, or a combined output value of the first AI model and the second AI model.