The effectiveness of conventional document indexing is compared with that achievable by fully-automatic text processing methods. Evaluation results are given for a comparison between the MEDLARS search system used at the National Library of Medicine, and the experimental SMART system, and conclusions are reached concerning the design of future automatic information systems.