Working paper2026

Design Abundance and Laboratory Scarcity: The Changing Production Function of AI Drug Discovery

Fuli Yang

AI & Financial Systems →

Abstract

AI expands candidate drug design faster than validation capacity. I develop a bottleneck-relocation framework in which experimental, manufacturing, and clinical capabilities become scarce complements to computational search. An outcome-blind matched comparison finds that 10 of 14 AI-linked assets, versus 27 of 67 contemporaneous controls, entered Phase II or later; the matched gap is 31.4 percentage points. The evidence shows that AI is already changing pharmaceutical innovation by moving advantage toward organizations controlling experimental feedback and execution.

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Cite this paper

Yang, F. (2026). Design Abundance and Laboratory Scarcity: The Changing Production Function of AI Drug Discovery. SSRN. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=7590558

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