Root-Cause Drilldown — AI workflow for Malaysian SMEs
Root-Cause Drilldown turns metric decline and drivers into analysis tree. AI writes the first draft. You check it before it goes out.
Ready-to-use prompts for Root-Cause Drilldown
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: root-cause drilldown. I will give you metric decline and drivers. Turn it into analysis tree. Keep it practical for SMEs with spreadsheet data but limited analyst capacity. Use short sections, end with one recommended next action, and give me a version I can paste straight into the workflow.
Replace “metric decline and drivers” 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
The task is analysis: root-cause drilldown. Material: metric decline and drivers. Give me the five most important findings, ranked. Say what each does to the business. Build analysis tree from what you find. Close with three actions that improve problem resolution.
Replace “metric decline and drivers” 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
The task: make my root-cause drilldown better. You get metric decline and drivers and the version running today. Spot what is weak, what is unnecessary, and what is unclear. Rebuild it into a stronger analysis tree. For every change, state the issue, the fix, and the expected impact on problem resolution.
Replace “metric decline and drivers” 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
Automate root-cause drilldown for me. Trigger event: metric decline and drivers. Deliverable: analysis tree. Stack: Spreadsheets, BI, CRM, accounting, POS. Lay out the trigger, required inputs, AI step, decision rules, where humans sign off, fallback behaviour, what to log, and problem resolution tracking. A two-person Malaysian team must be able to keep this running.
Replace “metric decline and drivers” 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
- Metric decline and drivers
- You get back
- Analysis tree
- Moves
- Problem resolution
- Run it
- Weekly/Monthly
- Priority
- P4
- Works with
- Spreadsheets, BI, CRM, accounting, POS
- Tool guides
- Excel & Google Sheets, Accounting software, POS systems
Is this for you?
- Pick it for
- SMEs with spreadsheet data but limited analyst capacity. 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: problem resolution.
- Reach for it when
- Most SMEs run it weekly, reviewed monthly. If you are doing it by hand more often, automate it first.
How to run it
- 01Collect the input: metric decline and drivers.
- 02Copy the Create prompt and paste it into ChatGPT, Claude or Gemini.
- 03Replace “metric decline and drivers” 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 problem resolution. 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.
- Spreadsheets
- BI
- accounting
- AutoCountMalaysian, widely used for SST and e-Invoice.
- QuickBooks
- Xero
Check the rules yourself
This workflow touches rules set by someone else. Check the current requirements yourself before you act on the output.
- 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
If you paste customer or staff details into an AI tool, your business stays responsible for them under the PDPA. Replace names and numbers with initials or references first.
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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Maintained by Naven Pillai
