A system and method for identifying documents matching a document metaprint is provided. A search query comprising one or more search terms is received from a user. One or more metadata keywords matching the one more search terms is identified. A metaprint is retrieved for each of the matching metadata keywords. A metaprint query is generated from the retrieved metadata fingerprints. The metaprint query is executed against a corpus of documents. Search results comprising documents matching the metaprint query are obtained.