A considerably complex expert system called elevator maintenance engineer scheduling AI system was developed and has been practically used for more than seven years. However, its knowledge refinement and resultant system validation has been constantly required for its survival as a practically usable system. Their cost is quite expensive compared with the validation/refinement cost needed for o...