Five model cases are analyzed to underline the importance and usefulness of plot methods in detecting either anomalies or in confirming the quality of a model, which, normally, are not easily detected by tables or by statistical parameters. Plot methods in QSAR model studies can be as important as spectroscopic methods in many experimental studies. (C) 2004 Elsevier B.V. All rights reserved.