Connection to Value: Efficiency with Grace

This principle operationalizes the efficiency pillar of Efficiency with Grace. The work value calls for pursuing meaningful gains in productivity through AI—but those gains are invisible without the right measurement framework. This principle defines what modern AI-era efficiency metrics look like, why traditional metrics like cycle time have become less relevant on their own, and how to construct a measurement approach that reveals where efficiency is actually being gained or lost.