The problem
Customer teams repeat the same answers across LINE, web chat and internal knowledge bases.
Recommended path
Start with a small, human-reviewed knowledge base, then add retrieval and escalation rules before automating high-risk actions.
Implementation steps
- Collect the top 50 customer questions.
- Clean and tag the source documents.
- Connect a retrieval layer and Thai-language model.
- Keep human handoff for refunds, complaints and sensitive data.
Risks and limits
Check data retention, PDPA requirements and Thai-language quality before production deployment.