{"title":"通过提示进行创新:如何在生成式人工智能时代促进创新","authors":"","doi":"10.1016/j.bushor.2024.04.014","DOIUrl":null,"url":null,"abstract":"<div><p>This article focuses on how recent advances in artificial intelligence (AI), particularly chatbots based on large language models (LLMs), such as ChatGPT, can be used for innovation purposes. The article begins with a brief overview of the development and characteristics of generative AI (GenAI). Elaborating on the implications of GenAI, we provide examples to demonstrate four mechanisms of LLMs: translation, summarization, classification, and amplification. These mechanisms inform a framework that highlights how LLMs enable the creation of innovative solutions for organizations through capacities in two dimensions: context awareness and content awareness. The strength of LLMs lies in the combination of capacities in both these dimensions, which enables them to comprehend and amplify content. Four managerial suggestions are presented, ranging from starting out with small-scale projects and data exploration, to scaling through integration efforts and educating prompt engineers. By presenting the framework, recommendations, and examples of use cases in various contexts, the article contributes to the emerging literature on GenAI and innovation.</p></div>","PeriodicalId":48347,"journal":{"name":"Business Horizons","volume":"67 5","pages":"Pages 561-570"},"PeriodicalIF":5.8000,"publicationDate":"2024-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0007681324000594/pdfft?md5=437676c5a78b869c022dd53308acd0ed&pid=1-s2.0-S0007681324000594-main.pdf","citationCount":"0","resultStr":"{\"title\":\"Innovating by prompting: How to facilitate innovation in the age of generative AI\",\"authors\":\"\",\"doi\":\"10.1016/j.bushor.2024.04.014\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>This article focuses on how recent advances in artificial intelligence (AI), particularly chatbots based on large language models (LLMs), such as ChatGPT, can be used for innovation purposes. The article begins with a brief overview of the development and characteristics of generative AI (GenAI). Elaborating on the implications of GenAI, we provide examples to demonstrate four mechanisms of LLMs: translation, summarization, classification, and amplification. These mechanisms inform a framework that highlights how LLMs enable the creation of innovative solutions for organizations through capacities in two dimensions: context awareness and content awareness. The strength of LLMs lies in the combination of capacities in both these dimensions, which enables them to comprehend and amplify content. Four managerial suggestions are presented, ranging from starting out with small-scale projects and data exploration, to scaling through integration efforts and educating prompt engineers. By presenting the framework, recommendations, and examples of use cases in various contexts, the article contributes to the emerging literature on GenAI and innovation.</p></div>\",\"PeriodicalId\":48347,\"journal\":{\"name\":\"Business Horizons\",\"volume\":\"67 5\",\"pages\":\"Pages 561-570\"},\"PeriodicalIF\":5.8000,\"publicationDate\":\"2024-04-24\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.sciencedirect.com/science/article/pii/S0007681324000594/pdfft?md5=437676c5a78b869c022dd53308acd0ed&pid=1-s2.0-S0007681324000594-main.pdf\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Business Horizons\",\"FirstCategoryId\":\"91\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0007681324000594\",\"RegionNum\":3,\"RegionCategory\":\"管理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BUSINESS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Business Horizons","FirstCategoryId":"91","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0007681324000594","RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS","Score":null,"Total":0}
Innovating by prompting: How to facilitate innovation in the age of generative AI
This article focuses on how recent advances in artificial intelligence (AI), particularly chatbots based on large language models (LLMs), such as ChatGPT, can be used for innovation purposes. The article begins with a brief overview of the development and characteristics of generative AI (GenAI). Elaborating on the implications of GenAI, we provide examples to demonstrate four mechanisms of LLMs: translation, summarization, classification, and amplification. These mechanisms inform a framework that highlights how LLMs enable the creation of innovative solutions for organizations through capacities in two dimensions: context awareness and content awareness. The strength of LLMs lies in the combination of capacities in both these dimensions, which enables them to comprehend and amplify content. Four managerial suggestions are presented, ranging from starting out with small-scale projects and data exploration, to scaling through integration efforts and educating prompt engineers. By presenting the framework, recommendations, and examples of use cases in various contexts, the article contributes to the emerging literature on GenAI and innovation.
期刊介绍:
Business Horizons, the bimonthly journal of the Kelley School of Business at Indiana University, is dedicated to publishing original articles that appeal to both business academics and practitioners. Our editorial focus is on covering a diverse array of topics within the broader field of business, with a particular emphasis on identifying critical business issues and proposing practical solutions. Our goal is to inspire readers to approach business practices from new and innovative perspectives. Business Horizons occupies a distinctive position among business publications by offering articles that strike a balance between academic rigor and practical relevance. As such, our articles are grounded in scholarly research yet presented in a clear and accessible format, making them relevant to a broad audience within the business community.