📄 中文摘要
传统市场研究通常需要数周时间并花费数千欧元。通过构建一个API，能够在几秒钟内提供基于真实数据的答案，而非虚幻信息。该方法通过将每个AI角色与真实的个体级调查记录相对应，解决了市场研究中的关键问题，例如了解德国30-45岁专业人士是否愿意为某产品支付99欧元每月，或可持续性意识强的父母是否对特定信息产生共鸣。与传统的面板研究相比，这种方法显著提高了效率和准确性。
利用合成调查数据构建：我们如何让16,500个AI角色回答市场研究问题
📄 English Summary
Building with Synthetic Survey Data: How We Made 16,500 AI Personas Answer Market Research Questions
Traditional market research often takes weeks and costs thousands of euros. An API has been developed that provides answers in seconds, grounded in real data rather than hallucinations. This approach links each AI persona to a real individual-level survey record, addressing critical market research questions such as whether German professionals aged 30-45 would pay €99 per month for a product or how sustainability-conscious parents resonate with specific messaging. Compared to conventional panel studies, this method significantly enhances efficiency and accuracy.