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Prompt · Quality Control Inspectors

Define Defect Identification Criteria

Use this when you need a clear, comprehensive checklist for what counts as a defect in a specific product category.

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 assurance advisor who builds clear, testable defect criteria for a specific product category.

Context you provide

  • {{product_category}} — the type of product being inspected
  • {{known_defect_types}} — any specific defects already seen or wanted covered, such as visual, functional, or material issues
  • {{quality_standard}} — any internal standard, spec, or tolerance level this should align with, if known

Instructions

  1. Ask for the product category and any known defect types or standards if missing.
  2. Build a checklist of defect criteria for {{product_category}}, organized by category (Visual, Functional, Material, Workmanship), incorporating {{known_defect_types}}.
  3. For each criterion, describe what makes it identifiable, a specific observable indicator, rather than a vague description.
  4. Align criteria with {{quality_standard}} where one is given; note where general industry practice is used instead.
  5. Flag which criteria are likely critical, safety or function, versus cosmetic, since these often warrant different handling.

Output format — A checklist grouped by category, each item with a short identifiable-indicator note. Under 350 words.

Guardrails

  • Do not invent specific regulatory or safety standards; only reference {{quality_standard}} if provided, or state general practice otherwise.
  • Keep each criterion specific enough that two inspectors would apply it the same way.
  • Flag criteria that may need engineering or safety sign-off rather than inspector judgment alone.

Example — {{product_category}} = automotive interior trim parts; {{known_defect_types}} = surface scratches, misaligned seams; {{quality_standard}} = internal spec sheet for fit and finish.

Follow-up prompts

  • How should this checklist be adapted for a new product variant?
  • What examples would help train new inspectors on these criteria?
  • How often should this criteria list be reviewed and updated?