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EmergingIndustry, Economy & Capital1–3 years
AI success needs more than activity metrics
Usage can be high and time savings real while task structure remains unchanged. Organisations need measures that connect adoption to service quality, decisions, learning and employee experience.
National Bureau of Economic Research9 May 2025Reviewed 26 July 2026
FUURAA original conceptual visualWhat the evidence indicates
A concise reading of the source
Usage can be high and time savings real while task structure remains unchanged. Organisations need measures that connect adoption to service quality, decisions, learning and employee experience.
FUURAA interpretation
Why this could matter
A credible AI scorecard should separate use, efficiency, quality and transformation.
How to read this signal
A direction still taking shape
Multiple developments point in this direction, but timing, adoption and outcomes remain open.
