A+CAI + Creative Growth LabHuman Systems Lab / Richard Leclezio
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HSL-DSP-017 / The AI Project Manager's New Mandate / 7 min

The Benefit That Disappears When Review Cost Is Included

Gross automation gains can conceal the labor required to make output safe.

THE ARGUMENT

Measure AI value net of verification, rework, escalation, control and adoption cost.

DECLARED PROVENANCE

Extends the net-value question into AI economics.

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