The present technology pertains to receiving at least one reference item and at least one candidate item by a context-sensitive classifier, and providing a prediction, by the context-sensitive classifier, of whether the candidate item is contextually compatible or incompatible with the reference item. The present technology can determine whether to present the candidate item in a user interface based on the prediction of whether the candidate item is contextually compatible or incompatible with the reference item.