Equipment manufacturing
Manufacturing AI support knowledge base
Challenge
Engineers spent hours on repetitive technical questions; no coverage after hours.
Solution
RAG over manuals and tickets; AI agent on mini program and website with human escalation.
Results
- ✓78% auto-answer rate on common questions
- ✓~40% less engineer time on repeats
- ✓First response in ~3 minutes off-hours (from ~2 hours)
A Zhangjiagang-area manufacturer with fragmented documentation — delivered in three phases.