A device receives, from a user device, a search query for video content listings in a video catalog. The device identifies, based on the search query, a set of relevant video assets from an index of the catalog content and determines dimensional values of the search query. The device determines a subset of the relevant video assets based on filtering usage metrics, for the set of relevant video assets, against the dimensional values. The device calculates a popularity value for each video asset in the subset of the relevant video assets and ranks each video asset in the subset of the relevant video assets to form a ranked list. The device sends, to the user device, a response to the search query that includes the ranked list.