Preventing Crimes Against Veterans Act of 2023 This bill establishes a new federal criminal offense for knowingly executing, or attempting to execute, a scheme to defraud an individual of veterans' benefits, or in connection with obtaining veteran's benefits for an individual. A violator is subject to criminal penalties—a fine, a prison term of up to five years, or both.