A system and method to train one or more components of a search algorithm based on feedback received from a user system. The system and method provide, via an interface, a first search query comprising one or more terms and a first query response generated by a component of the search algorithm. The system and method receive, via the interface, a label corresponding to the query response. An override action is generated in view of the label. In response to a second query comprising the one or more terms, generating a second query response in accordance with the override action.