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The next consideration is information density and specificity. AI models favor content that provides concrete, actionable information over vague generalizations or superficial coverage. This means investing in depth rather than breadth for your most important topics. A comprehensive 3,000-word guide that thoroughly addresses a topic will typically perform better in AI citations than ten shallow 300-word articles that skim the surface.
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DeepSeek 的 15 万次，按任何合理标准来看都是可以忽略的数字。Moonshot 和 MiniMax 合计 1650 万次，量级是另一回事——但能转化成多少真实能力，取决于他们能不能解决「如何用好这些数据」的技术问题。