用对话式AI辅助新手设计师突破创意瓶颈,生成多样新颖的设计想法。
A Novel Idea Generation Tool using a Structured Conversational AI (CAI) System
- 通过结构化对话AI系统动态引导创意过程,结合大语言模型生成想法。
- 30名新手设计师实验表明,新工具产出想法在流畅性、新颖性和多样性上更优。
- 适合设计初学者和需要快速发散思维的创意场景,提升早期设计效率。
本文提出一种基于对话式AI的主动创意生成界面,用于帮助新手设计师克服初期创意延迟和瓶颈问题。该系统通过自然语言处理领域的大型语言模型(LLM),针对不同设计问题生成多个潜在创意表述,形成持续对话、上下文敏感且高产的创意交互模式。在一项包含30名新手设计师的试点研究中,对比传统方法与新接口在给定问题下的创意产出,由专家评审团队依据流畅性、新颖性和多样性进行评估。结果表明,该工具能有效生成丰富、多元且新颖的想法。通过引入提示工程优化的结构化对话流程,各阶段创意输出更加简洁,并与后续概念化阶段高度契合。研究证实了生成式AI在产品设计早期非结构化阶段的巨大潜力。
原文摘要 · Abstract (English)
This paper presents a novel conversational AI-enabled active ideation interface as a creative idea-generation tool to assist novice designers in mitigating the initial latency and ideation bottlenecks that are commonly observed. It is a dynamic, interactive, and contextually responsive approach, actively involving a large language model (LLM) from the domain of natural language processing (NLP) in artificial intelligence (AI) to produce multiple statements of potential ideas for different design problems. Integrating such AI models with ideation creates what we refer to as an Active Ideation scenario, which helps foster continuous dialogue-based interaction, context-sensitive conversation, and prolific idea generation. A pilot study was conducted with thirty novice designers to generate ideas for given problems using traditional methods and the new CAI-based interface. The key parameters of fluency, novelty, and variety were used to compare the outcomes qualitatively by a panel of experts. The findings demonstrated the effectiveness of the proposed tool for generating prolific, diverse and novel ideas. The interface was enhanced by incorporating a prompt-engineered structured dialogue style for each ideation stage to make it uniform and more convenient for the designers. The resulting responses of such a structured CAI interface were found to be more succinct and aligned towards the subsequent design stage, namely conceptualization. The paper thus established the rich potential of using Generative AI (Gen-AI) for the early ill-structured phase of the creative product design process.
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