<p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica,Arial,sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><span>本期「贝望录」</span><span>Bessie</span><span>邀请</span><span>AI</span><span>与营销领域的专家郭为一起从</span><span>315</span><span>晚会曝光的</span><span>“GEO</span><span>灰色产业</span><span>”</span><span>切入，详细拆解了</span><span>GEO</span><span>概念背后的真实逻辑。所谓</span><span>GEO</span><span>（生成式引擎优化），本质上是</span><span>SEO</span><span>在</span><span>AI</span><span>时代的延续，当用户从</span><span>“</span><span>搜索链接</span><span>”</span><span>转向</span><span>“</span><span>直接获取答案</span><span>”</span><span>，品牌竞争的战场也从网页排名转移到了</span><span>AI</span><span>生成内容的</span><span>“</span><span>话语权</span><span>”</span><span>之争。节目中指出，</span><span>GEO</span><span>本身并非黑产，而是一种中立的技术工具：通过在高权重信息源中大量布局内容，提高被大模型抓取和引用的概率。但问题在于，当</span><span>AI</span><span>可以高效生成内容并反向喂给</span><span>AI</span><span>时，信息污染被指数级放大，用户也更难分辨真实与操纵。从营销视角看，</span><span>GEO</span><span>已成为品牌刚需，却面临</span><span>“</span><span>无法稳定交付</span><span>”</span><span>的困境</span><span>——</span><span>算法黑箱、多层筛选机制，使结果高度不确定。同时，内容的</span><span>“</span><span>夸大</span><span>”</span><span>与</span><span>“</span><span>虚假</span><span>”</span><span>之间边界模糊，也让行业处于灰色地带。 主播和嘉宾畅享至更远的未来：当每个人拥有自己的</span><span>AI Agent</span><span>，信息入口重新回到</span><span>“</span><span>用户侧</span><span>”</span><span>，品牌营销或许将从</span><span>“</span><span>影响平台算法</span><span>”</span><span>转向</span><span>“</span><span>说服用户代理</span><span>”</span><span>，在这个快速演化的周期里，营销并不会消失，但规则正在被彻底改写。</span></p><p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica,Arial,sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><b><span>【本节目由</span></b><b><span>Withinlink</span></b><b><span>碚曦投资协作体出品】</span></b></p><p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica,Arial,sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><b><span>【主持】</span></b></p><p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica,Arial,sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><b><span>李倩玲</span></b><b><span>&nbsp;Bessie Lee</span></b></p><p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica,Arial,sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><span>广告营销行业资深从业者，商业观察者</span></p><p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica,Arial,sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><b><span>郭为</span></b></p><p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica,Arial,sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><span>复歌科技创始人，复旦</span><span>MBA</span><span>《</span><span>AI</span><span>与营销科技》课程讲师</span></p><p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica,Arial,sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><span>「不提供</span><span>GEO</span><span>服务，但可以通过培训课程为企业回答“</span><span>AI</span><span>到底能帮我如何实现增长？」</span><span><b><span>如果你希望联系郭为，请添加微信：</span></b></span><span><b><span>Weiguo_fugetech</span></b></span><span><b><span>，添加微信请注明「贝望录」</span></b></span><span><b><span>~</span></b></span></p><p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica,Arial,sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><b><span>【本期内容提要】</span></b></p><p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica,Arial,sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><span>[00:12]315</span><span>曝光</span><span>GEO</span><span>事件，</span><span>AI</span><span>也能被</span><span>“</span><span>投毒</span><span>”</span><span>？</span><span><br>[02:04]GEO</span><span>如何影响</span><span>AI</span><span>生成内容</span></p><p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica,Arial,sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><span>[03:21]</span><span>生成式</span><span>AI</span><span>的信息来源机制是什么？</span><span><br>[06:03]</span><span>从</span><span>SEO</span><span>到</span><span>GEO</span><span>，优化对象从“搜索引擎“转向”生成式引擎“</span><span><br>[07:25]</span><span>用户不再点击答案而是直接接受答案是变化的核心</span><span><br>[13:05]</span><span>用户逐渐失去判断信息来源的能力</span><span><br>[14:45]GEO</span><span>在营销链条中的位置与角色</span></p><p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica,Arial,sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><span>[19:15]</span><span>从人工到</span><span>AI</span><span>规模化</span><span>“</span><span>伪原创</span><span>”<br>[21:05]AI</span><span>抓取</span><span>AI</span><span>是信息污染的循环</span><span><br>[25:06]</span><span>效果难以量化，</span><span>ROI</span><span>和</span><span>KPI</span><span>不清晰等都是</span><span>GEO</span><span>服务商交付的难点&nbsp;</span><span><br>[28:50]GEO</span><span>的灰色玩法</span><span><br>[31:46]</span><span>三种商业模式：服务、工具与培训</span><span><br>[34:30]“</span><span>虚假</span><span>”</span><span>与</span><span>“</span><span>夸大</span><span>”</span><span>的边界问题</span><span><br>[37:50]</span><span>产业监管可能到来，但需求不会消失</span><span><br>[39:00]</span><span>作为用户，如何面对被污染的信息环境</span><span><br>[40:50]</span><span>在不远的未来每个人都会拥有自己的</span><span>AI Agent<br>[44:50]</span><span>平台型</span><span>AI vs.</span><span>用户</span><span>AI agent</span><span>将成为新的入口之争？</span><span><br>[48:28]</span><span>即将步入去中心化的信息世界？</span><span><br>[48:40]</span><span>品牌在</span><span>AI</span><span>快速变化的现在不能只依赖服务商，必须亲自下场</span></p><p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica,Arial,sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><span><b><span>【后期制作】</span></b></span></p><p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica,Arial,sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><span><span>Jean</span></span></p><p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica,Arial,sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><span><b><span>【收听方式】</span></b></span></p><p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica,Arial,sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><span>推荐您使用</span><span><span>Apple Podcast</span></span><span>、小宇宙</span><span><span>APP</span></span><span>、喜马拉雅FM<span><span>、荔枝播客、</span></span>网易云音乐、</span><span><span>QQ</span></span><span>音乐、</span><span><span>Spotify</span></span><span>或任意泛用型播客客户端订阅收听《贝望录》。</span></p><p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica,Arial,sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><span><b><span>【互动方式】</span></b></span></p><p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica,Arial,sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><span>微博：</span><span><span>@</span></span><span>贝望录</span></p><p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica,Arial,sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><span>微信公众号：贝望录</span><span><span>+</span></span></p><p style="color:#333333;font-weight:normal;font-size:16px;line-height:30px;font-family:Helvetica, Arial, sans-serif;hyphens:auto;text-align:justify;" data-flag="normal"><span><span>商务合作：[email protected]</span></span></p><span><br></span><br>