Data can be extracted from images automatically via a recognition process or manually by a keyboard operator (an operation known as “key from image”-typically used when the accuracy of automatic recognition on a zone is too poor to be useful). In either case, the data must be validated and verified, sometimes by a second independent operator and sometimes via automated processes such as database lookups and built-in business rules.