A system, method and computer program product for visualization of search results includes a map displayed to a user on a screen. The map shows search query terms and optionally other terms related to the search query terms. The display of the terms corresponds to relationship between the terms. A graphical image is displayed next to at least one of the search query terms. The graphical image is associated with a URL that corresponds to a search result. The graphical image is a favorite icon that is derived from the HTML script associated with a webpage at the URL, or an animated image, or a video, or a cycling GIF. A plurality of graphical images can be displayed in proximity to the search query term. The graphical image can be a logo or a paid advertisement. A plurality of graphical images are offered for sale in association with the query search term, and a size and/or placement of each graphical image corresponds to a price paid by each purchaser, or multiple images can be displayed at the same location on the screen, and a duration of display of each graphical image corresponds to a price paid by each purchaser.