The distinction matters because tactics that boost Google rankings don't automatically improve your chances of being cited by AI models, and vice versa. A page optimized perfectly for SEO might never appear in AI responses if it doesn't align with how language models evaluate content. Conversely, content that AI models consistently cite might not rank highly in traditional search if it lacks conventional SEO signals.
另一层更致命的是责任漂移。模型输出参与决策、代理系统参与执行，过失主体更容易在供应链里移动，从部署方漂到集成商，再漂到平台与模型提供者。巴伦指出什么算AI、什么算AI使用在司法与理赔中仍存在解释空间，这会拉长争议、抬高准备金不确定性，也迫使承保条件更前置。
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