分析师点评
值得关注的是，Google将AI代理直接嵌入Ads与Analytics，这标志着营销工具正从“提供报告”转向“主动建议”。关键信号在于，新功能反复强调“让营销人员掌控”——AI负责提炼洞察与生成可视化，但决策权仍在用户手中。对UA与变现团队而言，这类工具缩短了从数据到行动的距离，但底层数据质量与合规性仍不可忽视。
在隐私约束深化与生成式AI普及的当下，此类Agentic能力或将成为广告平台的标配，而差异化将体现在对业务上下文的理解深度上。
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