企业中生成式人工智能的实施:来自增强型IT服务管理案例研究的经验教训

Generative AI Implementation in Enterprises: Lessons From a Case Study of Enhanced IT Service Management

Information Systems Journal · 2026
被引 1 · 同刊同年前 4%
ABS 4

中文导读

本文通过印度轮胎制造商阿波罗轮胎的案例,展示了生成式AI如何改造IT服务台,并总结了四个能力和七条经验教训,为企业实施和推广GenAI提供指导。

Abstract

ABSTRACT The recent rise of Generative Artificial Intelligence (GenAI) is fundamentally changing the way businesses operate, with many now investing heavily in this technology. However, businesses are still exploring ways to extract value from GenAI and develop organisational capabilities. In this practitioner paper, we describe how Apollo Tyres Limited (ATL), a traditional tyre manufacturer in India, utilised GenAI to transform its IT service desk operations as a pilot project for enterprise‐wide adoption and the tangible results it achieved from this integration. We identify the following four capabilities that ATL developed using GenAI: (i) enhanced management of customer interactions, such as overcoming delays due to multi‐lingual conversations; (ii) proactive resolution of incidents, such as faster categorisation based on their textual descriptions; (iii) proactive management of IT assets , such as dynamic prediction of potential failures and system inefficiencies; and (iv) strategic analysis of operational data, such as a GenAI‐driven frequently asked questions system. In addition, we illustrate ATL's actions to facilitate GenAI implementation in two broad categories: (i) building a foundation for GenAI implementation and (ii) realising GenAI‐enabled capabilities . Seven lessons learnt are consequently generated to guide other enterprises in similar efforts to implement GenAI at IT service function as well as to scale GenAI initiatives across the organisation.

生成式人工智能IT服务管理企业数字化转型案例研究