A method of operation of an advertisement delivery system includes: receiving a selection for a category of interest; generating search results for the selection, the search results based on a current location for locating a device providing the selection; generating a weighted distance based on distances of the search results from the current location; generating a weighted relevancy based on relative matches of the search results and the selection; generating a weighted customization with the search results sharing a common attribute that is predefined; and delivering a notification from the search results by an aggregation of the weighted distance, the weighted relevancy, and the weighted customization, the aggregation meeting or exceeding a threshold for displaying on the device.