📄 中文摘要
企业在人工智能（AI）领域面临的主要挑战之一是原型开发过多而产品化不足。许多企业在AI项目中投入大量资源进行原型设计，但最终却未能将这些原型转化为实际可用的产品。这种现象导致了企业在AI应用中的停滞，无法实现预期的商业价值。造成这一问题的原因包括缺乏明确的战略规划、技术与业务需求之间的脱节、以及对AI技术的理解不足。为了克服这一挑战，企业需要重新审视其AI战略，确保从原型到产品的有效转化，推动AI技术的实际应用和价值实现。
摆脱原型幻影：企业人工智能停滞的原因
出处: Escaping the Prototype Mirage: Why Enterprise AI Stalls
发布: 2026年3月4日
📄 English Summary
Escaping the Prototype Mirage: Why Enterprise AI Stalls
A significant challenge faced by enterprises in the field of artificial intelligence (AI) is the overabundance of prototypes with insufficient productization. Many companies invest substantial resources into prototype development for AI projects but ultimately fail to convert these prototypes into usable products. This phenomenon leads to stagnation in AI applications within enterprises, preventing them from realizing the anticipated business value. Contributing factors include a lack of clear strategic planning, a disconnect between technical capabilities and business needs, and insufficient understanding of AI technologies. To overcome this challenge, enterprises need to reassess their AI strategies to ensure effective transformation from prototypes to products, thereby driving the practical application and value realization of AI technologies.