arXiv:2602.00091cs.CYcs.AI2026-02被引 88

帮助中小企业用生成式AI实现创新与效率提升

Generative Artificial Intelligence in Small and Medium Enterprises: Navigating its Promises and Challenges

  • 用航海隐喻梳理GAI部署的五大战略维度
  • 提出适用于资源有限企业的实用落地路线图
  • 适合缺乏技术背景的中小企业管理者参考

生成式人工智能(GAI)的最新进展为中小企业(SMEs)提供了强大的能力,推动了可扩展性与创造力的民主化。即使缺乏技术专长或财务资源,企业也可借助GAI优化工作流程、激发创新,从而提升产品竞争力。本文探讨了SME如何应对GAI带来的机遇与挑战,提出一套部署路线图。通过引入航海隐喻,揭示GAI实施的关键战略维度:员工能力、有效领导与工作价值观、组织文化、协作机制以及与第三方的关系。文章提供实用建议,作为中小企业成功应用GAI的指南。

原文摘要 · Abstract (English)

The latest technological developments in generative artificial intelligence (GAI) offer powerful capabilities to small and medium enterprises (SMEs), as they facilitate the democratization of both scalability and creativity. Even if they have little technical expertise or financial resources, SMEs can leverage this technology to streamline work processes and unleash innovation, thereby improving their product offerings and long-term competitiveness. This paper discusses how SMEs can navigate both the promises and challenges of GAI and offers a roadmap for deploying GAI. We introduce a sailing metaphor that reveals key strategic dimensions for GAI deployment: competency of employees, effective leadership and work values, organizational culture, collaboration and cooperation, and relationships with third parties. We offer practical recommendations that serve as a useful compass for successfully deploying GAI in SMEs.

生成式AI中小企业战略部署

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