Automatically augmenting online content with contextually relevant comments. Online content and associated comments are received. The comments are classified as chit-chat or informative. For each informative comment, a portion of the online content to which the comment is most relevant is determined, and the comment is associated with a position in the online content that corresponds to the determined portion of the online content. A subset of the informative comments is selected for presentation.