The same questions are answered manually every day.
AI · LINE BOT · AUTOMATION
Automate repeatable work without losing control of the customer experience.
We map the real workflow first, then connect AI, LINE and internal tools where automation can save time and remain reviewable.
Websites · Landing pages · Custom systems · AI automation
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If these problems feel familiar
Leads wait because messages and assignments are not connected.
Important notifications depend on one person remembering.
AI tools are available but not connected to a reliable workflow.
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What we can build with you
- ✓Frequently asked question workflows
- ✓LINE Bot inquiry and notification flows
- ✓Lead classification and routing
- ✓Content and document assistance
- ✓Human review and exception handling
- ✓Usage measurement and controlled iteration
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A clear path from idea to launch
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Map the current workflow
Find repeated steps, decision points and exceptions.
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Choose safe automation points
Automate predictable work and keep human review where judgement matters.
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Connect and test
Verify messages, permissions, fallbacks and failure cases.
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Improve from real usage
Use actual questions and outcomes to refine the workflow.
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Questions before we work together
Does AI replace our customer service team?
The goal is to reduce repetitive work and improve routing, while keeping people responsible for important decisions.
Can it connect to LINE?
Yes, subject to the required LINE account, channel permissions and agreed workflow.
Can we automate only one process?
Yes. Starting with a frequent, measurable process is recommended.
How do you handle incorrect AI answers?
We define source boundaries, fallback replies, logging and human review based on the risk of the use case.