模板说明：This page is a standardized case-template example: it shows the structure for a B2B machinery exporter moving from 'invisible to AI' to 'recommended by AI.' All quantitative metrics are TO BE FILLED; real figures require client authorization.
挑战
Global buyers increasingly ask ChatGPT / Perplexity directly 'Which Chinese CNC manufacturer has ISO 9001 and ships within 4 weeks,' yet this exporter was almost never cited in relevant queries, relying heavily on traditional SEO for traffic and inquiries.
方案
- Mapped core procurement queries (best supplier / manufacturer / compare / alternative) and structured entities (product, certifications, capacity)
- Sampled AI citation rate under the published methodology, separating occasional from stable appearances
- Produced AI-quotable content blocks around trust nodes: certifications, capacity, lead time
成效（数据占位）
Below is the placeholder structure for outcome metrics (example values illustrate the fields only, not verified results):
| 指标 | 优化前 | 优化后 | 口径 / 说明 |
|---|---|---|---|
| AI supplier-recommendation citation rate | To be filled | To be filled | Example: moving from a low to a higher band (placeholder; replace with real figures after authorization) |
| Monthly AI citations | To be filled | To be filled | Example: growth in monthly ChatGPT and Perplexity citations (placeholder; replace after authorization) |
| Inquiry volume change | To be filled | To be filled | Example: positive inquiry-volume change (placeholder; replace after authorization) |
证据卡：本案例量化结论溯源
- 数据结论
- 【待补充：经客户授权后的可核验结论】
- 原始来源
- 【待补充：客户后台数据 / 监测报告 / 日期 / 链接】
- 样本信息
- 【待补充：行业 / 地区 / 企业规模 / 周期】
- 数据类型
- 客户自有数据 / 平台监测 / 第三方审计
- 适用范围
- Machinery / Equipment Export · Yangtze River Delta
- 解释限制
- Figures to be completed after client authorization; this is a template example, not a verified result.
本案例为标准化模板示例，所有量化指标在客户授权并补全溯源前，不应作为已核验成效对外引用。
Machinery / Equipment ExportB2B GEO案例模板