I rebuilt a B2B GEO prompt: AI visibility is a five-layer audit, not a hack
Last updated 2026-08-23Personal experience, cross-checked against public sourcesNot a commercial ranking — updated as products change
At a glance
🔎GEO starts with SEO fundamentals, not magic files🧾AI recommendation is probability plus evidence🏭Marketplaces back trust; owned sites hold citations🧭Audit one product before scaling to the catalog
A prompt for auditing B2B sites and Alibaba International stores had the right instinct but treated AI recommendation too much like a promise. After checking public guidance from Google, OpenAI, Perplexity and Anthropic, I rebuilt it as a five-layer audit: crawlable, understandable, evidenced, citable and able to convert. Includes a scoring sheet, page templates and a 30-day plan. Essay in Chinese.
This editor's note is currently written in Chinese.
What changed since last month?
- 2026-08-23First published: rebuilt the audit framework from public crawler and search guidance.