双重解锁能否发生?生成式人工智能对企业需求侧与供给侧创新的影响

Can Dual Unlocking Occur? The Impact of Generative AI on Firms' Demand‐ and Supply‐Related Innovation

R and D Management · 2026
被引 0
ABS 3

中文导读

基于335家中国制造和ICT企业数据,研究发现生成式AI的常规使用通过提升市场敏捷性和运营敏捷性,分别促进产品/营销创新和流程/组织创新,且环境动态性的调节作用在国有企业中为负。

Abstract

ABSTRACT Generative AI (GenAI) is reshaping firm innovation through advanced content generation. While prior studies have emphasized GenAI's contributions to both market‐facing and operational innovation, most remain fragmented observations, lacking theoretical integration and large‐scale empirical validation. To address this gap, this study integrates the Dynamic Capability View and Institutional‐Based View to propose and test a conceptual framework that includes demand‐related (product/marketing) and supply‐related (process/organizational) innovations. Analyzing survey data from 335 Chinese manufacturing and Information and Communication Technology firms using PLS‐SEM, we find that GenAI routine use enhances market agility, thereby facilitating product and marketing innovation, and improves operational agility, which in turn boosts process and organizational innovation. Crucially, the moderating effect of environmental dynamism is negative and uniquely observed among state‐owned enterprises. These findings underscore GenAI's dual innovation value and highlight organizational agility as a critical pathway linking technology embeddedness to ambidextrous innovation. They also suggest that realizing the full potential of GenAI requires alignment between a firm's underlying dynamic capabilities and the dynamism of its external environment.

生成式人工智能企业创新动态能力组织敏捷性环境动态性