You can scale down the SageMaker Asynchronous Inference endpoint instance count to zero in order to save on costs when you are not actively processing requests. You need to define a scaling policy that scales on the "ApproximateBacklogPerInstance" custom metric and set the "MinCapacity" value to zero. For step-by-step instructions, please visit the autoscale an asynchronous endpoint section of the developer guide.