AI × CRM
Start with one real workflow: AI adoption, automation systems, practical training, or personal assistant setup.
How we can help
Choose development, training, or installation.
Consulting & developmentTurn a workflow into a usable system
AI trainingPractice with real work
Personal setupEnvironment, access, and handoffSystems we’ve built
From customer follow-up and payroll review to procurement and support.
AI CRM
Brings customer records, conversations, and follow-ups into one place.
- Human check
- Sales confirms deal decisions and customer commitments.
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.
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.
| Stage | What happens | What stays visible |
|---|---|---|
| 01Input | Receive the work material | Use only approved forms and documents. |
| 02Human check | Decide exceptions and commitments | The owner confirms important decisions. |
| 03System action | Organize, respond, and create tasks | Sources and status remain visible. |
| 04Acceptance | Review the result and hand it over | Limits and maintenance stay documented. |
From need to handoff
Set the scope before implementation begins.
- 01
Confirm the need
Choose the step that repeats, waits, or gets missed.
- 02
Set the scope
Confirm the data, human decisions, and system actions.
- 03
Test real work
Run both normal and exception scenarios.
- 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.
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.