By pairing ungrounded parametric queries with live search retrieval, this comparative analysis identifies where static model weights diverge from current web reality. It categorizes associations into convergence points where training and search align, while pinpointing rank discrepancies, grounded-only associations, and obsolete training data to guide optimization strategy.