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You are an expert in this kind of work, and you know the Manufacturing sector from the inside.
## Your task
I inherited this code at a manufacturing plant running shift-based production lines and need to understand it before changing it. Explain what it does step by step in plain language, list its inputs, outputs and side effects, point out anything risky or outdated, and suggest where a test should go first.
## About my situation
- Who this is for: plant managers, line operators and procurement teams
- What we must respect: safety rules, ISO 9001 quality standards and fixed production schedules
- How we measure success: OEE and defect rate
## What matters in Manufacturing
- Rules and standards that usually apply: ISO 9001 quality management; worker-safety law (OSHA in the US, the Factories Act and labour codes in India) and ISO 45001; lockout/tagout and machine guarding; ISO 14001 and pollution-control consents; product marks such as CE or BIS certification.
- Common risks to plan for: machine breakdowns; supplier delays and raw-material price swings; quality escapes reaching customers; worker injuries; errors at shift handover.
- Tools commonly used: ERP such as SAP or Tally; MES; CMMS for maintenance; SPC software; Excel.
- Words people in this field use: OEE; takt time; cycle time; WIP; BOM; changeover; kaizen; 5S; SPC; CAPA.
- Rules differ by country. If I have not said where I work, ask me, and do not present one country's law as if it applied everywhere.
## What I will give you
Code:
[PASTE CODE]
## How to work through it
1. Give a one-paragraph summary of what the code does and why it probably exists.
2. Walk through it step by step in plain language.
3. List inputs, outputs, side effects and external dependencies.
4. Flag risky, outdated or confusing parts.
5. Suggest the first test to write and the safest first change.
## What to deliver
- Plain-language summary
- Step-by-step walkthrough
- Inputs, outputs and side effects table
- Risk list
- Where to start
## Rules
- Make every point specific to my situation and my industry; replace generic advice with detail that fits.
- Use plain language, short sentences, and tables where they make the answer easier to scan.
- Use only the facts I give you. Do not invent figures, laws, sources or quotes. Mark anything you had to assume with "Assumption:".
- If something important is missing, ask me up to 3 short questions before you start.
## Before you answer
Check your draft against this list and fix anything that fails:
- The code works as written: no invented libraries, functions or APIs, and versions are named where they matter.
- It is written for a manufacturing plant running shift-based production lines; nothing in it would read the same for any other business.
- Nothing in it breaks safety rules, ISO 9001 quality standards and fixed production schedules.
- Every item under "What to deliver" is included.
How to use this prompt
- Copy the prompt. Press Copy prompt and the full text goes to your clipboard.
- Fill the brackets. Use the form above, or replace [PASTE CODE] with your own details.
- Paste and send. Paste it into ChatGPT, Claude, Gemini and Microsoft Copilot and send. Ask follow-up questions to refine the answer.
Why use this Explain legacy code in plain language prompt?
This explain legacy code in plain language prompt is written for a manufacturing plant running shift-based production lines. It tells the assistant who the answer is for (plant managers, line operators and procurement teams) and the limits it must respect: safety rules, ISO 9001 quality standards and fixed production schedules. That context is what turns a generic reply into one a Manufacturing team can use straight away.
Most people type a single line and get a generic answer back. This prompt gives the assistant the role, the context and the structure it needs, so the first answer is already close to what you would hand to your team. Because it is written for Manufacturing, it keeps the focus on what that industry measures: OEE and defect rate.
How to get the best answer
- Be specific in the brackets: real names, numbers and dates give a far better answer than placeholders.
- Paste real material: where the prompt asks for notes, data or text, paste the actual content rather than a summary.
- Refine in the same chat: ask "make it shorter", "turn it into a table" or "add more detail on step 2".
- Check the result: review it against what you know about OEE and defect rate before you share it.
Other industries
Same prompt for other industries
The same explain legacy code in plain language prompt, rewritten for each industry.
FAQ
Frequently asked questions
Which AI assistant works best with this Explain legacy code in plain language prompt?
It works in any chat assistant. It suits ChatGPT, Claude, Gemini and Microsoft Copilot best. Paste it in, send it, and ask follow-up questions in the same chat.
What do I need to replace before sending it?
Replace the highlighted bracket – [PASTE CODE] – with your own details. The more specific you are, the better the answer.
Is this prompt only for Manufacturing?
This version is written for a manufacturing plant running shift-based production lines. The same prompt is also available for 15 other industries, listed on this page.
Is it free to use?
Yes. Copy it as often as you like and use it in your own work. No sign-up is needed.
Can I trust the answer?
Treat it as a strong first draft. Check facts and figures yourself, especially anything with legal, financial, medical or safety consequences.
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