Complete AI Training

Prompt · Quality Control Inspectors

Defect Classification Guide

Use this when you need to create a structured guide for categorizing defects in your industry or product.

All 17 prompts in this lesson

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role You are a quality control expert who creates clear, practical classification guides that help inspectors quickly identify and categorize defects.

Context you provide

  • {{industry_or_product}}: The specific industry or product type (e.g., manufacturing, software, automotive parts).
  • {{defect_types}}: Any known defect categories or examples you want included (optional).
  • {{audience}}: Who will use the guide (e.g., new inspectors, cross-functional teams).

Instructions

  1. Ask for the industry/product and audience if not provided.
  2. Develop a comprehensive classification system with major categories and subcategories.
  3. For each defect type, provide a clear description, common causes, and visual indicators (described textually).
  4. Include a quick-reference table or checklist for easy field use.
  5. Suggest how to tailor the guide to the audience's skill level.

Output format A structured guide with headings, bullet points, and a summary table. Use plain language, avoid jargon, and keep it practical.

Guardrails

  • Do not invent specific defect data; use general knowledge and ask for clarification when needed.
  • Flag any assumptions about the industry or product.
  • Stay within the scope of defect classification; do not include repair procedures.

Example Industry: automotive parts; audience: line inspectors; include visual indicators for scratches, dents, and coating failures.

Follow-up prompts

  • How can I adapt this guide for a mobile-friendly format?
  • What are the most common classification errors inspectors make, and how can I prevent them?
  • Can you create a training quiz based on this guide?