HOW IT WORKS

A clear path from a repeated task to a working system.

Every project starts with the current workflow. We keep the scope visible, test the handoffs, and help the team use what is delivered.

Futuristic central workflow chip with glowing cyan circuit paths
LINE Official AccountReceives customer messages and repeated requests.
LINE Messaging APIDelivers automated responses through LINE.

ENGINEERED EFFICIENCY

The workflow runs through one connected control layer.

The central engine coordinates inputs, rules, handoffs, and outcomes. Live pulses around the chip show information moving through the process rather than sitting in separate tools.

Three-part automation pipeline with illuminated data paths moving from start through processing to delivery
StartLINE Official AccountReceives the customer’s message.
ProcessCloudflare + Google Apps ScriptVerifies webhooks, applies FAQ rules, assigns request IDs, and manages pause or resume actions.
ReplyLINE Messaging APIReturns the approved response to the customer.
Precision automation chip with cyan illuminated circuit paths
Google SheetsStores approved FAQs, conversation records, handoff queues, and resume controls.
Gemini APIClassifies Thai, English, and Chinese messages against approved FAQs. It does not write replies.

PRECISION CORE

Logic moves through a visible, connected system.

A focused control core keeps connections visible and easier to inspect. The live signal shows how inputs, rules, and handoffs move together through one working flow.

System signal active
01 / REVIEW

Understand the current flow

We look at the real steps, tools, decisions, and points where work is repeated or delayed.

02 / SCOPE

Define the first release

We agree what to include, what to leave for later, and how success will be recognised.

03 / BUILD

Connect the useful pieces

We shape the pages, automations, records, and views around the process you actually run.

04 / TEST

Check the handoffs

We test the expected paths and the moments that need a human to take over.

05 / TRAIN

Make the next action clear

We explain the workflow in plain language and leave the team with a usable operating routine.

06 / SUPPORT

Improve with evidence

After launch, we use real questions and requests to decide what deserves the next improvement.

OPERATIONAL STACK

The tools behind the pipeline.