MANAGEMENT ARTICLE
Work Accelerated by AI: To Whom Does the Saved Time Return?
The time reduced by AI does not immediately translate into cost savings or corporate performance. Based on Gallup's 2026 survey and field research, this article analyzes the selection conditions for throughput expansion, quality improvement, and capability investment, the calculation of net savings including review and rework, and the criteria for expansion and suspension.

When business AI is introduced and a report draft is produced more quickly, how will the company use that time? It can handle more customers with the same headcount, spend more time carefully reviewing the already created deliverables, or invest in learning new capabilities.…
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