A system and method for applying a database to video multimedia is disclosed. Certain embodiments provide media content owners the capability to exploit video processing capabilities using rich, interactive and compelling visual content on a network. Mechanisms of associating video with commerce offerings are provided. Video server and search server technologies are integrated with ad serving personalization agents to make the final presentations of content and advertising. Algorithms utilized by the system use a variety of techniques for making the final presentation decisions of which ads, with which content, are served to which user.