真实AI对话中的购买建议与可观察买家反应
原标题：Purchase Advice and Observable Buyer Responses in Real AI Conversations
AI 摘要
该研究审计了Aiso数据库中317段真实AI助手对话，识别出67个与购买相关的对话片段，其中52段（77.6%）包含推荐选项、购买渠道或条件性偏好。但仅18段（26.9%）在同一购买任务中出现后续用户回复，且47条后续消息中没有任何明确的购买承诺、完成购买报告或放弃购买类别的陈述。论文的核心发现是一个测量局限：推荐内容远比买家的后续决策更易被观察到，因此现有对话日志无法支持对AI说服效果的因果或总体估计。
正文节选
Purchase Advice and Observable Buyer Responses in Real AI Conversations Abstract How often does a generative assistant persuade someone to buy, or persuade them not to buy? Conversation logs contain recommendations, but they do not necessarily record subsequent decisions. We audit 317 historical interactions from Aiso’s proprietary research database of licensed, consent-based, de-identified conversations with commercially available AI assistants. Single-agent AI-assisted screening identifies 68