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Start with one real workflow: AI adoption, automation systems, practical training, or personal assistant setup.

Discuss your needsExplore solutions & training
Find where AI can help in your daily work

How we can help

Choose development, training, or installation.Explore solutions & training

Turn scattered data into a working process.

Your handoff

Agreed scope, a custom system, acceptance checks and operating notes

Consulting & developmentAI adoption and workflow automation

Learn with your own work. Do it yourself next time.

Your handoff

Practical exercises, reusable prompts, notes and verification methods

AI trainingOne-on-one tutoring and team training

Set up your assistant. Know how to use and stop it.

Your handoff

Environment setup, access review, start-stop checks and a usage handoff

Personal setupEnvironment, access, and handoff

Illustrative workflows; delivery follows the agreed scope.

Start with these workflows

AI CRM

Brings customer records, conversations, and follow-ups into one place.

Human check
Sales confirms deal decisions and customer commitments.

Input: authorized customer and interaction records. Output: follow-up lists and reply drafts linked to source records. Check each customer, date, and missing field; flag uncertain data and keep external commitments under human review.

Confirm ownership of source updates, access permissions, and exception handling during handoff.

AI payroll system

Collects attendance, leave, and allowances into a payroll sheet ready for review.

Human check
HR reviews payroll approval and exceptions.

AI construction procurement assistant

Organizes site material requests, quotations, comparisons, and delivery tracking.

Human check
Procurement confirms vendors, pricing, and purchase orders.

AI LINE customer service

Classifies LINE messages, drafts replies, and routes exceptions.

Human check
People handle complaints, refunds, and special commitments.

Input: approved FAQs and LINE messages. Output: classified requests, reply drafts, and human handoffs. Test routine, incomplete, and exceptional requests; escalate unsupported answers instead of inventing them.

Confirm ownership of source updates, access permissions, and exception handling during handoff.

AI social content workflow

Organizes research and content drafts for review and publishing.

Human check
The team approves brand decisions and publishing.

AI course recommendations and list integration

Organizes recommendations and trial lists for course operations.

Human check
Course staff confirms recommendations and contact plans.

How one piece of work gets done.

Four stages, visible at a glance.

StageWhat happensWhat stays visible
01InputReceive the work materialUse only approved forms and documents.
02Human checkDecide exceptions and commitmentsThe owner confirms important decisions.
03System actionOrganize, respond, and create tasksSources and status remain visible.
04AcceptanceReview the result and hand it overLimits and maintenance stay documented.

From need to handoff

Set the scope before implementation begins.

  1. 01

    Confirm the need

    Choose the step that repeats, waits, or gets missed.

  2. 02

    Set the scope

    Confirm the data, human decisions, and system actions.

  3. 03

    Test real work

    Run both normal and exception scenarios.

  4. 04

    Handoff for use

    Leave clear operating, access, and maintenance notes.

At handoffOperations, access, and maintenance ownership are documented

Which work should you improve first?

Enter your industry to see three practical workflows to start with.

No company name is needed, and your text is not sent to analytics.

Choose an industry

Start with one repetitive, verifiable task

You will see three practical workflows and the decisions that should stay with people.

Bring one stuck workflow

No brief is needed. Share a form, a conversation, or a few workflow steps.

Send the workflow on LINE