A method for parsing a query based on artificial intelligence, a computer device and a computer program product are provided. The method may include: acquiring annotated data including an annotated search instance, an annotated template instance, a field of a search intent and a category in the field, an attribute of a term in the annotated search instance and a concrete term included in the attribute; performing a training on the annotated data so as to generate an instance dictionary, a template dictionary and an inverted index dictionary; acquiring a target query to be identified; and parsing the target query based on the instance dictionary, the template dictionary and the inverted index dictionary, so as to acquire a target parsing result corresponding to the target query.