Case study
How a Shenzhen seller turned night inquiries into GMV
A real post-mortem on AI replies plus shop checkout.
2026-11-058 min read

This home brand runs 30 devices and 400 inquiries a day — 60% arriving after midnight in China. Two night agents took over 40 minutes to respond.
What changed
First, the catalog and FAQs went into Lobster agents. Second, AI took over at night with low-confidence handoff. Third, Commerce links let AI send checkout directly.
Results
Response time fell from 40 minutes to 1.8 seconds, night revenue rose from 12% to 34%, and monthly inquiries grew from 3,800 to 12,100.
Takeaway
AI does not replace people — it removes repetitive Q&A so agents focus on orders that need judgement.