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 Publishing Limited]
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.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
圆滑的铁勺完成签到,获得积分10
6秒前
6秒前
LiangRen完成签到 ,获得积分10
8秒前
猪猪hero发布了新的文献求助10
12秒前
大大彬完成签到 ,获得积分10
26秒前
guhao完成签到 ,获得积分10
27秒前
28秒前
Kkkk完成签到 ,获得积分10
28秒前
林韵悠扬完成签到 ,获得积分10
34秒前
5易6完成签到 ,获得积分10
40秒前
41秒前
踏实奇异果完成签到,获得积分10
41秒前
英吉利25发布了新的文献求助10
42秒前
cheng完成签到,获得积分10
43秒前
王贤平发布了新的文献求助10
45秒前
Hiram完成签到,获得积分0
45秒前
scarlet完成签到 ,获得积分10
46秒前
丘比特应助科研通管家采纳,获得10
49秒前
molihuakai应助科研通管家采纳,获得20
49秒前
搜集达人应助科研通管家采纳,获得20
49秒前
小蘑菇应助科研通管家采纳,获得20
49秒前
50秒前
乐乐应助科研通管家采纳,获得20
50秒前
50秒前
52秒前
小耳朵完成签到 ,获得积分10
55秒前
ECHO完成签到,获得积分10
56秒前
jing完成签到,获得积分10
58秒前
1分钟前
1分钟前
1分钟前
shiyi0709完成签到,获得积分10
1分钟前
波波波波波6764完成签到 ,获得积分10
1分钟前
1分钟前
1分钟前
1分钟前
1分钟前
博哥完成签到 ,获得积分10
1分钟前
李健的小迷弟应助XU徐采纳,获得10
1分钟前
王贤平发布了新的文献求助10
1分钟前
高分求助中
Ideology and Meaning-Making under the Putin Regime 750
Introduction to Industrial/Organizational Psychology 600
Prompt Engineering for Clinicians: Harnessing AI in Everyday Medical Practice 600
Handbook of Luminescence Dating 500
Safety Pharmacology 500
《KNN基无铅压电陶瓷电学性能优化与物理机理研究》 500
Medical Law and Ethics Tenth Edition 400
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 计算机科学 化学工程 生物化学 物理 内科学 复合材料 催化作用 光电子学 物理化学 电极 细胞生物学 基因 遗传学
热门帖子
关注 科研通微信公众号,转发送积分 6931229
求助须知:如何正确求助?哪些是违规求助? 8619005
关于积分的说明 18279067
捐赠科研通 6355717
什么是DOI,文献DOI怎么找? 3073872
关于科研通互助平台的介绍 2109636
邀请新用户注册赠送积分活动 2051012