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The framework at a glance

The framework tests whether AI creates meaningful value. It applies three measurement domains at four organizational levels, use case by use case, with five lenses as decision gates.

Its purpose is to support evidence-informed decisions about where AI should be used, improved, expanded, restricted, or retired.

The framework distinguishes
AccessvsMeaningful use
Time releasedvsRealized savings
EfficiencyvsEffectiveness
Observed changevsAttributable impact

Optimize institutional value, not AI adoption.

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