Promotion Recommendation — AI workflow for Malaysian SMEs
Promotion Recommendation turns sales, margin and stock into promotion shortlist. AI writes the first draft. You check it before it goes out.
Ready-to-use prompts for Promotion Recommendation
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
The job: promotion recommendation. I will give you sales, margin and stock. Turn it into promotion shortlist. Keep it practical for physical stores, mini markets, boutiques, pharmacies and multi-branch retailers. Use short sections, end with one recommended next action, and give me a version I can paste straight into the workflow.
Replace “sales, margin and stock” with your real data.
Analyse prompt
Analyse prompt
Analyse the input and identify the highest-impact insights
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
Analyse promotion recommendation for me. Working from sales, margin and stock, list the five findings that matter, ranked by impact. Tie each to a business consequence. Then build promotion shortlist. Sign off with three moves to push promotion ROI up.
Replace “sales, margin and stock” with your real data.
Optimise prompt
Optimise prompt
Improve an existing version for better business results
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
Optimise an existing promotion recommendation setup. Material: sales, margin and stock and the current output with results. Diagnose the weaknesses first. Then deliver an improved promotion shortlist. Present changes as issue, change, expected promotion ROI effect. Skip cosmetic edits.
Replace “sales, margin and stock” with your real data.
Automate prompt
Automate prompt
Turn the task into a repeatable AI-assisted workflow
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
The task: automate promotion recommendation. The workflow fires on sales, margin and stock and must produce promotion shortlist. We use POS, inventory, loyalty, CRM, spreadsheets. Specify trigger conditions, required fields, the AI's exact job, decision rules, approval gates, fallback handling, data retention and how promotion ROI gets tracked. Simple beats clever here.
Replace “sales, margin and stock” and the listed systems with what you actually run.
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.
Create
Paste your real data. You get a first draft. Most people never need to go further than this.
Analyse
Paste that draft back in. It tells you what is weak, missing or wrong before a customer sees it.
Optimise
Paste the draft again with what Analyse found. You get a stronger version.
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
- Sales, margin and stock
- You get back
- Promotion shortlist
- Moves
- Promotion ROI
- Run it
- Daily/Weekly
- Priority
- P3
- Works with
- POS, inventory, loyalty, CRM, spreadsheets
- Tool guides
- Excel & Google Sheets, POS systems
Is this for you?
- Pick it for
- Physical stores, mini markets, boutiques, pharmacies and multi-branch retailers. 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 growth. Watch one number: promotion ROI.
- Reach for it when
- Most SMEs run it daily to weekly. If you are doing it by hand more often, automate it first.
How to run it
- 01Collect the input: sales, margin and stock.
- 02Copy the Create prompt and paste it into ChatGPT, Claude or Gemini.
- 03Replace “sales, margin and stock” in the prompt with your real data, then run it.
- 04Read the output against what you already know and correct anything the model guessed at.
- 05Track promotion ROI. 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.
- inventory
- inFlow Inventory
- KatanaAimed at makers and light manufacturing.
- SortlyFree tier for a small catalogue.
- Zoho Inventory
- loyalty
- Any tool you already use is fine.
- spreadsheets
Check the rules yourself
This workflow touches rules set by someone else. Check the current requirements yourself before you act on the output.
- LHDN
- e-Invoice arrived in phases set by turnover. LHDN's published timeline puts Phase 4 at businesses up to RM5 million from 1 January 2026, and exempts those under RM1,000,000 a year. Check which phase you are in before you change how you invoice. Read from LHDN in August 2026; confirm it is still current.
- RMCD
- Cross the registration threshold and you must charge SST and file returns on time. Whether a service is taxable or exempt is decided here, and getting it wrong is expensive to unwind later.
- KPDN
- How you display a price, run a discount and word a promotion is regulated, and a claim about savings has to be true. AI writes persuasive promotional copy very easily — this is the body that decides whether it was misleading.
- 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 names and purchase records. 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.
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- Customer Complaint About Pricing Response ScriptsTurns the common pricing complaints you hear into response scripts in BM and English.
- Daily Sales vs Target Gap CommentaryTurns today's sales and your target into a gap commentary with the drivers and one action for tomorrow.
All retail & pos workflows: Retail & POS
Maintained by Naven Pillai