📄 中文摘要
文章指出，人工智能(AI)要真正为企业创造价值，必须深度嵌入运营模式而非简单叠加。当前企业虽能接受AI在物流路线优化、负载平衡或基础设施管理等低风险领域的自主决策，却对AI处理客户问题、调整供应链决策或执行财务操作等高价值任务时仍需人工审批。这种控制欲导致AI的潜力仅能实现渐进式改进。作者强调，领导者需转变思维模式，将AI视为战略合作伙伴而非工具，通过重构业务流程、建立信任机制和明确责任框架来释放AI的颠覆性潜力。典型案例显示，允许AI自主决策的企业在客户满意度、运营效率和成本节约方面实现了20-40%的提升。但这一转型面临组织文化、监管合规和伦理对齐(Alignment)三大挑战，需要企业从技术架构、人才战略和治理体系三方面同步变革。
📄 English Summary
AI Will Not Deliver Enterprise Value Until We Let It Act
The article argues that artificial intelligence (AI) can only deliver transformative enterprise value when deeply embedded into operational models rather than superficially layered. While organizations comfortably deploy AI for low-risk tasks like route optimization, load balancing, or infrastructure management, they insist on human sign-offs for customer issue resolution, supply chain adjustments, or financial transactions. This control mindset confines AI's impact to incremental improvements. The author contends that leaders must reconceptualize AI as a strategic partner, requiring business process redesign, trust-building mechanisms, and clear accountability frameworks. Case studies reveal 20-40% improvements in customer satisfaction, operational efficiency, and cost savings when enterprises grant AI autonomous decision-making authority. However, this shift faces three key barriers: organizational culture, regulatory compliance, and ethical alignment challenges, necessitating coordinated changes in technical architecture, talent strategy, and governance systems.