Research focus
AI search, GEO, local service acquisition, AI visibility audits, and how answer engines shape trust before a customer reaches your website.
About Fang Qiming
I help business owners see how AI already understands their market.
I focus on AI search, GEO, AI visibility audits, and practical customer acquisition decisions for local services, B2B suppliers, and export-ready businesses.
What I do now
I do not sell a ranking guarantee or a shortcut to dominate AI answers. I test real customer questions, compare how answer engines describe businesses, and identify what source, content, and proof gaps affect visibility before customers contact sales.
The value is judgment: what the owner should fix, test, or stop spending on next.
Business focus
I care less about tools and more about owner decisions: where to spend, what to fix first, which channel deserves testing, and where the stop-loss line is.
Working boundary
No fake certainty, no guaranteed ranking claims, no public judgment on whether a clinic or supplier is objectively good. The work observes how AI filters and describes the market.
Contact
For AI visibility audits, GEO research, or export-facing visibility preparation, email jinzhuda@gmail.com.
Stop-loss line
If there is no clear offer, no public proof, and no willingness to repair basic business evidence, deeper GEO work should wait. Fix the evidence first, then test again.