What this case covers
The author reviews the WeChat Channels AI story-based selling chain from benchmarking, product selection, scripting, and video generation to publishing and review, and used Codex to fix business rules into the workbench, achieving about ¥400,000 GMV in three months.
Questions it answers
- What is the complete production chain?
- How do you fix business judgment into the workbench?
- Which steps are suitable for automation?
- How do you calculate the real cost of trial and error?
- Which capabilities can migrate when the platform changes?
Our observations
- Automation should prioritize stable delivery, not the pursuit of zero human involvement.
- Costs must include failed accounts and test scraps.
- The long-term assets are content judgment, market testing, and workflow capability.
From the author
Whether a tool can be built is one thing; whether you truly understand the business itself is completely another.