obtaining subscription data related to at least one subscription for hardware infrastructure provided by a service provider, wherein the subscription data is obtained by the hardware infrastructure at a remote location;

obtaining usage data and deployment data for the hardware infrastructure that is associated with the at least one subscription;

processing the subscription data, the usage data and the deployment data using an artificial intelligence-based framework to identify a time period for at least initiating performance of one or more actions to automatically adjust the at least one subscription, wherein the artificial intelligence-based framework identifies the time period based at least in part on historical subscription data related to one or more other subscriptions; and

causing the performance of the one or more actions to be initiated within the identified time period;

wherein the method is performed by at least one processing device comprising a processor coupled to a memory.