AI SYSTEM

AI System Development

Turn repetitive work into manageable automation that fits day-to-day operations.

AI System Development service illustration
AI SYSTEM

COMMON CHALLENGES

Your team uses many AI tools, but the repetitive work is still repetitive?

Automation fails when data formats, review points, permissions and error handling are not designed as one workflow.

01

Information is copied between tools by hand every day

Automation fails when data formats, review points, permissions and error handling are not designed as one workflow.

02

AI output cannot be reviewed

traced or published safely

03

A workflow depends on one person and breaks whenever a tool changes

Automation fails when data formats, review points, permissions and error handling are not designed as one workflow.

WHO IT'S FOR

Who AI System Development Is For

For teams with recurring, rule-based tasks and a clear need to reduce manual work.

  • Commerce teams handling bulk product publishing
  • Content teams repeating formatting and publishing work
  • Businesses integrating AI or APIs with an existing backend
Who AI System Development Is For

PLANS & PRICING

Plans & Pricing

These are common scopes. Final pricing depends on content volume, features, timeline and delivery requirements.

PLANAI System Development

AI System Integration

Custom quote
  • API and existing-system integration
  • Backend and permission workflow
  • Enquire through the form or LINE
Enquire About This Plan

WHY MILAI

Why Work With Me

Work across strategy, design and technology without repeatedly translating the same requirement between different teams.

3–5 Years

Cross-disciplinary Experience

Hands-on work across websites, SEO, UIUX, content and system planning.

10–200%

Iterate Through Outcomes

Selected projects improved engagement, conversion or production efficiency through data-informed iteration.

1 to 1

Direct Communication

Communicate directly from discovery through delivery and maintenance.

SELECTED WORK

Case Studies

More Case Studies

Public case studies for this service are being prepared and will be added after approval.

HOW WE DIFFER

Compare Ways to Work Together

Compare each option by the support and deliverables this service actually requires.

CriteriaMilai AI SystemDIY No-codeSystem Integrator
PlanningWorkflow, data and human review designed togetherConnect tools from tutorialsFormal requirement and system architecture
Build ScopeFocused automation integrated with current operationsSuitable for simple personal workflowsSuitable for larger enterprise systems
MaintenanceDocumentation, errors and permissions includedMaintained by the creatorOngoing support under a larger contract
Not sure which option fits?

Share your current problem and budget. I will help determine whether to begin with consulting, a one-off service or a complete project.

Discuss the Direction

CLIENT FEEDBACK

Client Feedback

These are layout samples and will be replaced with authorized client feedback before formal publication.

The import process changed from repetitive copy-and-paste into a reviewable batch workflow.

E-commerce OperatorBulk Publishing

Human approval remained in the right places, so automation improved speed without losing control.

Content TeamAI Workflow

The MVP scope was clear and we avoided paying for features the team did not yet need.

Project OwnerSystem Integration

START A PROJECT

Want to Check Whether This Service Fits?

Share the problem, desired outcome and expected timeline. I will help identify the right way to work together.

Complete the Enquiry FormAsk on LINE

FAQ

Frequently Asked Questions

Review the details most often asked before a project begins.

What should I prepare before contacting you?

Share your current situation, desired outcome, timeline and approximate budget. Incomplete information is fine; the first discussion will help clarify it.

Can I book a consultation without starting a project?

Yes. Consulting and production are separate services. You can confirm the direction first and decide on implementation later.

How soon can we start?

Timing depends on current availability and scope. After reviewing your enquiry, I will reply with the earliest start date and an estimated schedule.

BEFORE WE START

Before We Start

Clear payment, milestone, warranty and maintenance terms help the project run smoothly.

  1. 01

    System projects use a 40% deposit with milestone payments.

  2. 02

    Third-party AI, API, cloud and external-tool fees are excluded.

  3. 03

    A two-month warranty is included for the agreed scope.

  4. 04

    Maintenance starts from NT$5,000/month depending on usage and integrations.

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