Executive perception vs. reality: 89% of executives believe AI boosts productivity, yet net time savings are only 16 minutes per week. End-user reality: Frontline workers report a net loss of 14 minutes weekly due to AI verification workload. Validation burden: Employees spend 4 hours and 20 minutes reviewing AI outputs for every 4.6 hours saved by AI.
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