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Resource-based theory (RBT) posits that resources and capabilities characterized as valuable, rare, inimitable, and non-substitutable can generate a sustained competitive advantage, providing an appropriate theoretical framework for this study. Using RBT this study examines how business intelligence transforming capability (BITC) mediates the relationship between AI capability and PI and how formal and informal knowledge governance mechanisms (FKGMs and IKGMs, respectively) moderate the effect of AI capability on BITC. Using partial least squares structural equation modeling on 516 Chinese manufacturing enterprises, we empirically test a mediated moderation model. The findings reveal that BITC significantly mediates the relationship between AI capability and PI. Both FKGMs and IKGMs strengthen the effect of AI capability on BITC (with IKGMs showing a stronger influence). This study theoretically contributes by identifying BITC\u2019s mediating role, defining AI capability and BITC boundary conditions, revealing FKGMs\u2019 and IKGMs\u2019 asymmetries, and extending RBT. In terms of practical contributions, the findings emphasize the necessity of developing BITC and strategically applying both FKGMs and IKGMs to maximize AI capability-driven PI benefits.<\/jats:p>","DOI":"10.3390\/systems13060480","type":"journal-article","created":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T05:52:47Z","timestamp":1750139567000},"page":"480","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["How Does Artificial Intelligence Capability Affect Product Innovation in Manufacturing Enterprises? Evidence from China"],"prefix":"10.3390","volume":"13","author":[{"given":"Yang","family":"Gao","sequence":"first","affiliation":[{"name":"Business School, Harbin Institute of Technology, Harbin 150001, China"},{"name":"School of Economics and Management, Jiamusi University, Jiamusi 154000, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yexin","family":"Liu","sequence":"additional","affiliation":[{"name":"College of Economics and Management, Northeast Forestry University, Harbin 150040, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Weiwei","family":"Wu","sequence":"additional","affiliation":[{"name":"Business School, Harbin Institute of Technology, Harbin 150001, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2025,6,17]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"552","DOI":"10.1111\/jpim.12113","article-title":"Radical product innovation capability: Literature review, synthesis, and illustrative research propositions","volume":"31","author":"Slater","year":"2014","journal-title":"J. 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