Systems and methods for improving the delivery of interactive advertisements are discussed herein. Systems and methods include approaches and solutions for boosting the rank of certain ads and/or ad types based on a combination of their interaction type and an ad interaction history for a given user, vertical, or aggregate indicator. Systems and methods also include suppressing ads unlikely to be interacted with from ranking and format boosting based on such ad interaction history.