Abstract: A method may include receiving a file with a first healthcare claim. The method may include parsing the first healthcare claim into one or more claim data elements. The method may include performing an automatic discovery process on a first claim data element of the one or more data elements. The automatic discovery process may include identifying a replacement value for the claim data element value of the first claim data element and assigning an accuracy score to the replacement value. In response to the accuracy score exceeding a pre-determined score threshold, the automatic discovery process may include replacing the claim data element value of the first claim data element with the replacement value. In response to the accuracy probability score being below the pre-determined score threshold, the automatic discovery process may include presenting the replacement value via a user interface.