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Label System Design for Lead Stages — AI workflow for Malaysian SMEs

WhatsApp & Conversational CommerceGoal: ProductivityDifficulty: EasyRun One-time· Maintained for Malaysian SMEs

Label System Design for Lead Stages turns your sales flow into a label system for lead stages. AI writes the first draft. You check it before it goes out.

Ready-to-use prompts for Label System Design for Lead Stages

Create prompt

Create prompt

Create a first-pass deliverable

Setup · same in all four

You are helping a small or medium Malaysian business in [industry]. Write in plain English. Use short sentences. If customers will read it in Bahasa Malaysia, add a natural BM version. Do not invent numbers, prices, laws or customer details. If something needs a human to check, say so.

Replace [industry] with yours — “F&B”, “construction”, “retail”.

The task

Build me a label system for lead stages. Input from my side: your sales flow. This is a label system for lead stages for Malaysian SMEs running sales and customer conversations on WhatsApp Business, so keep it grounded and usable. Structure it in tight sections. Close with the single next action. Include a copy-ready version.

Replace “your sales flow” with your real data.

New here? How the four prompts work together

They are one sequence, not four options. Run them in order on the same piece of work, feeding each answer into the next.

  1. Create

    Paste your real data. You get a first draft. Most people never need to go further than this.

  2. Analyse

    Paste that draft back in. It tells you what is weak, missing or wrong before a customer sees it.

  3. Optimise

    Paste the draft again with what Analyse found. You get a stronger version.

  4. Automate

    Only once the output has been good five times running. This is the one people reach for too early.

Nothing forces you through all four. A good Create draft that you edit yourself is a finished job. The longer version.

Specification

You give it
Your sales flow
You get back
A label system for lead stages
Moves
Lead follow-up rate
Run it
One-time
Priority
P1
Works with
WhatsApp Business app or API, catalog, labels, Excel/Google Sheets

Is this for you?

Pick it for
Malaysian SMEs running sales and customer conversations on WhatsApp Business. No setup needed. If you can copy and paste, you can run it.
What you get
Drafted in minutes, not built from scratch. It aims at productivity. Watch one number: lead follow-up rate.
Reach for it when
Most SMEs run it one-time. If you are doing it by hand more often, automate it first.

How to run it

  1. 01Collect the input: your sales flow.
  2. 02Copy the Create prompt and paste it into ChatGPT, Claude or Gemini.
  3. 03Replace “your sales flow” in the prompt with your real data, then run it.
  4. 04Read the output against what you already know and correct anything the model guessed at.
  5. 05Track lead follow-up rate. Only wire up the Automate prompt after five useful runs in a row.

The tools you will need

The prompts run in any chat assistant — ChatGPT, Claude or Gemini. These are what you need around them to get the input in and the output somewhere useful.

WhatsApp Business app or API
Any tool you already use is fine.
catalog
Any tool you already use is fine.
labels
Any tool you already use is fine.
Excel/Google Sheets
Any tool you already use is fine.

Check the rules yourself

This workflow touches rules set by someone else. Check the current requirements yourself before you act on the output.

MCMC
Bulk and unsolicited commercial messaging is regulated. WhatsApp's own business policy applies on top, and it is the one that gets your number blocked.
JPDP
Pasting customer or staff records into an AI tool is a transfer of personal data. Consent, notice, retention and cross-border rules still apply when the tool is not yours.

Links go to each authority’s own site. See all Malaysian authorities.

Data & privacy

This workflow involves customer phone numbers and message threads. Under the PDPA your business stays responsible for it, and pasting it into an AI tool may be a disclosure to a third party. Replace names and numbers with initials or references first — the prompt works just as well on “Customer A”.

Using customer data with AI tools in Malaysia covers what to check with any provider before you paste.

For this website, it works differently.

Nothing you type here is sent to us or to an AI model. The prompts are static content, and the copy button works directly inside your browser.

All whatsapp & conversational commerce workflows: WhatsApp & Conversational Commerce


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Maintained by Naven Pillai