A smart rollout recommendation system uses a modernization score that indicates a likelihood of accepting a change in an existing product to identify at least one tenant of a plurality of tenants eligible to receive the change and the timing of the rollout. The modernization score is generated using a set of attributes extracted from tenant profiles and a machine learning model.