The relationship between the cognitive effort a user invests and the quality or quantity of output achieved with AI support; a ratio expressing output yield per unit of human input.
Computed as rated output quality, or completed work units, divided by invested effort measured in active minutes or user turns for a task; the numerator is the work product and the denominator is human effort expended.
Proposed measurement protocol (not yet empirically validated): Effort-normalized yield: rater-scored output quality (0-100) divided by active user time in minutes (or by user-turn count) per task, could be reported as a yield ratio together with its components.
https://andreasehstandlicenseofclarityloc.github.io/augmanitai-periodic/#topic-cognition-thought