Amazon 今年的广告销售收入预计将达到 837 亿美元，其核心驱动力来自网路商店中关键字搜寻结果的赞助广告版面，而非单纯的商品直接销售。在规模达 4000 亿美元的美国数位广告市场中，形成了由 Alphabet Inc.、Meta Platforms Inc. 与 Amazon 共同主导的三头垄断格局。其中，Amazon 的广告版位被视为具备最高溢价，因为消费者造访该平台时通常具备即时且明确的购买意图。
随著 Meta 执行长 Mark Zuckerberg 推出了名为 Muse 的 AI 代理人，此类旨在代劳消费者的购物机器人威胁到了 Amazon 关键字搜寻广告的巨额获利模式。若顾客借由机器人进行跨平台查价及结帐，Amazon 将失去每次搜寻背后的广告利润。为因应这一威胁，Amazon 已启动弹出式阻挡机制指控 Muse 违反服务条款，并延续去年针对 Perplexity AI Inc. 提起的诉讼立场，严格防范外部自动化机器人抓取及替代平台导流。
封锁购物机器人目前是一项精密的商业赌博，仰赖广大的 Prime 订阅会员基础作为护城河；然而，若消费者全面转向机器人代理购物模式，Amazon 将面临广告溢价被严重侵蚀的重大风险。例如，在测试搜寻特价锅铲的案例中，Muse 直接导引至数公里（数英里）外的 Kohl's Corp. 门市及线上通路，证明新一代自动化工具能够轻易绕过单一电商平台，进而重构零售产业链的流量与金流分配。
Amazon is projected to generate an estimated $83.7 billion this year from digital advertising, largely derived from sponsored product placements within shoppers' search queries rather than direct product sales alone. Within the broader $400 billion US digital advertising triopoly dominated by Alphabet Inc., Meta Platforms Inc., and Amazon, Amazon commands the most lucrative ad inventory because visiting consumers consistently arrive with open wallets and immediate, high-intent purchasing behavior.
However, this lucrative advertising revenue stream faces direct disruption from autonomous artificial intelligence agents, exemplified by the recent release of Muse by Meta CEO Mark Zuckerberg. Even when basic merchandise transactions remain intact, shopping bots eliminate the underlying search-ad impressions that brand manufacturers fund. Consequently, Amazon is aggressively defending its ad ecosystem by deploying active pop-up blockers against Muse for terms-of-use violations, mirroring its prior legal action against Perplexity AI Inc.
Amazon's current strategy of blocking shopping bots relies on its vast Prime subscriber base, yet this calculated gamble risks eroding its premium ad real estate if automated purchasing captures broader mainstream adoption. When tested for locating competitive household items, Muse successfully routed queries to alternative retailers like Kohl's Corp. offering options several kilometers (a few miles) away, underscoring how agentic tools can bypass centralized shopping destinations and fundamentally restructure digital retail monetization.