AI verification must be counted as work

National Magazine’s most useful warning is operational: if lawyers are expected to check, correct and supervise AI output without time, training or workflow redesign, AI becomes a new layer of always-on cognitive load. Firms should treat verification as billable, budgeted and supervised work, not as invisible labour absorbed by associates.