A system and method for improving the relevance of search results is disclosed. Voters who may be human searchers or guides may review search results or other review items associated with a search request or other reference item. A review may be activated based on a usage indicator(s) which may improve utilization of guides. A vote by a voter may be weighted based on a voting history associated with the voter and one or more reference voters who may be designated by the system. A voter may be presented with a group of items for review including simultaneously. A number of comparison voting sessions or elections may be used to determine a rating or ranking of a review item associated with a reference item.