Human–AI synergy: finding cognitive balance in idea generation for product innovation

独创性 创造力 构思 认知 产品创新 新产品开发 产品(数学) 创新者 计算机科学 知识管理 人力资本 人工智能 认知计算 心理学 新颖性 认知风格 经济 个性化 调解 营销 创新管理 认知需要 认知心理学 自动化 价值(数学) 认知策略
作者
Matteo Cristofaro,Pier Luigi Giardino
出处
期刊:European Journal of Innovation Management [Emerald (MCB UP)]
卷期号:: 1-23
标识
DOI:10.1108/ejim-03-2025-0312
摘要

Purpose This study examines how innovators and AI work together during idea generation for product innovation. It examines how varying levels of reliance on AI impact cognitive engagement and, in turn, influence the quantity, originality and feasibility of ideas as well as innovators’ overconfidence. The study highlights AI’s role as a cognitive amplifier, showing how human intuition and AI's analytical power interact to support creativity and innovation. Design/methodology/approach A controlled experiment was conducted with 123 product innovators, testing three conditions: no AI, moderate AI assistance and high AI assistance, to measure cognitive engagement, number of ideas generated, originality, feasibility and innovator overconfidence. ANOVA, polynomial regression and mediation tests were performed to determine the effects of AI assistance on innovative idea generation. Findings The results reveal an inverted U relationship between AI assistance, cognitive engagement and the generation of ideas for product innovation. Moderate AI assistance optimally enhances cognitive engagement, producing the highest number of original and feasible ideas. In contrast, excessive AI assistance may foster automation bias, reducing originality and increasing overconfidence. At the same time, the absence of AI constrains idea generation due to cognitive limitations in relying only on human abilities. Practical implications The findings show that moderate AI use maximizes the quantity, originality and feasibility of ideas while minimizing overconfidence. Innovation managers should structure ideation sessions to cap AI interactions, promote critical evaluation of AI outputs and combine them with human insight. This balanced approach enables firms to optimize cognitive engagement and generate higher-quality product innovations. Originality/value This research uniquely contributes to product innovation literature by explicitly focusing on human–AI synergy, highlighting AI’s optimal role as a cognitive enhancer rather than a substitute. It elucidates conditions that maximize innovative outcomes through balanced human–AI collaboration, providing actionable managerial guidelines for structuring AI integration to amplify creativity and mitigate biases in idea generation for product innovation.

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