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E-commerce

AI-Powered Customer Support

Automated 80% of customer inquiries with multi-agent orchestration across Telegram and LINE. Reduced response time from hours to seconds.

AI AgentsMulti-ChannelOpenClaw

The Challenge

An e-commerce brand receiving 2,000+ daily support messages across Telegram and LINE was drowning in response times averaging 4 hours. Two support staff couldn't keep up, and customer satisfaction was declining.

The Solution

Deployed UniCore with the Comms Agent bound to both Telegram and LINE channels. The Router Agent classifies incoming messages by intent — order status, returns, product questions, complaints — and delegates to the appropriate specialist. The ERP Agent handles order lookups directly from the inventory and orders database, while the Comms Agent drafts and sends contextual replies.

Key Features Used

  • Router Agent for intent classification across 12 categories
  • Comms Agent with Telegram and LINE channel bindings
  • ERP Agent for real-time order status lookups
  • RAG knowledge base with 500+ product FAQs indexed
  • Approval mode for complaint escalations (human-in-the-loop)
  • Working hours configuration — agents active 8am-10pm

Results

80%
Automation rate
< 8 seconds
Avg response time
+34%
Customer satisfaction
2 → 0.5 FTE
Support staff needed

We went from 4-hour response times to instant replies. Our customers think we hired a whole support team.

Store OwnerE-commerce Brand, Bangkok

Tech Stack

OpenClaw GatewayAI Engine (GPT-4o + Claude fallback)ERP ModuleRAG / QdrantTelegram Bot APILINE Messaging API

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