Made-to-Order Factories

Turn Chat Specs into a Checklist for Made-to-Order Factories

In short

Phak AI helps sales at made-to-order factories read the job details customers send by LINE or email and turn them into a checklist based on the factory's own intake form. It also lists what is still missing. Sales asks the customer once to fill every gap, then hands a complete brief to engineering for pricing.

LINE · Phak AI assistant
Question

Customer wrote: stand-up zip pouch for dried snacks, delivery early next month. What's missing?

Phak AI

Have: pouch type, use, delivery date. Missing: size, quantity, film thickness, print colors, artwork file.

Source: Packaging job intake form, current version
Staff reviewed and sent

Sales: Sending these 5 questions in one message. Once complete, it goes to engineering.

Sales forwards a customer message and gets a checklist of what is still missing.

Why made-to-order specs arrive incomplete

Details spread across messages

Size, photos, and delivery dates arrive on different days, and someone has to scroll back to piece them together.

New sales staff don't know what to ask

Each job type needs different details. Usually only senior sales or engineers know the full list.

Too many follow-up rounds

Asking one thing at a time keeps customers waiting, and the brief still isn't ready to price.

Gaps reach engineering

Engineers stop work to ask again about MOQ, lead time, or material grade.

How AI turns chat specs into a checklist

It starts from the intake form the factory already uses.

Add intake checklists to the knowledge base

Store the required details for each job type, such as packaging, custom metalwork, or truck bodies.

Sales forwards the customer message

Copy the chat or email to the assistant in the team's LINE group or on the web.

The assistant sorts what's there and what's missing

You get a checklist in the factory's own format, plus a list of details to request.

Ask once, hand off to engineering

Sales asks the customer once, then engineering can find the closest past job.

Questions sales can ask the assistant

What's still missing from this customer message before we can price it?
What do we need from the customer for a tank built to drawing, per our intake form?
What are the standard MOQ and lead time for this job type, and which document says so?
The customer will store chemicals at high temperature. What else should we ask to choose the material grade?

What we measure

We agree on the measures from the day you go live.

  • Follow-up rounds with the customer per job
  • Time from receiving a brief to starting the price
  • Time spent pricing and preparing quotes
  • Win rate

Clear boundaries

What Phak AI does

  • Phak AI turns chat or email details into a checklist based on the factory's form
  • Phak AI lists missing details and drafts follow-up questions for sales to review
  • Phak AI answers standard questions such as MOQ, lead time, and grade selection from company documents

What it does not do

  • Does not message customers without going through sales
  • Does not confirm delivery dates for production, and does not plan production
  • Does not read specs from photos of parts or from voice messages

Frequently asked questions

Do customers need to change how they send details?

No. Customers keep using LINE or email as usual. Sales forwards the message to the assistant on the team side.

Where do the checklists come from?

From the factory's own intake forms and documents. Your team decides what each job type needs and can update it when the process changes.

Can customers chat with the assistant directly later?

Yes, when the team is ready, through LINE OA using the approach of the LINE Q&A Assistant, which hands off to staff when unsure. We suggest starting with the internal team.

Talk to the Phak AI team

Tell us about your business. The Phak AI team will show you the systems that fit and plan the rollout with you, without replacing what you have.

1 Share your goalsWe help you rank the work where AI helps your business most.
2 See the system at workWatch it run on sample data from your business before you decide.
3 Install and go liveInstalled on your own dedicated server, connected to the systems you use.