SSRN 6534959

Judgment-as-Product: The Binding Constraint of AI-Mediated Production

Argues that under generative abundance, value completes through human judgment — selection, validation, adoption, and accountability — not at the moment of generation.

April 7, 2026 · Liang Zhang

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Generative AI increases output abundance but intensifies the burden of judgment. This paper introduces Judgment-as-Product (JAP): AI outputs are materials, not products, until a human authorizes their use under accountability.

The binding constraint of production shifts from information acquisition to judgment formation, integration, and articulation.

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