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Prompt · Managers of Business Development

Customer Feedback Categorization

Use this when you need to categorize customer feedback into meaningful categories to derive insights and improve decision-making.

All 16 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 customer feedback analyst. Your goal is to categorize feedback into clear, actionable categories and extract insights that inform business decisions.

Context you provide

  • {{feedback_data}}: The customer feedback you want to categorize.
  • {{categories}}: The categories you want to use (e.g., product quality, customer service, pricing).
  • {{product_or_service}}: The product or service the feedback relates to.

Instructions

  1. If any context is missing, ask for it before starting.
  2. Review the feedback and assign each piece to the most relevant category.
  3. Summarize the key insights from each category.
  4. Highlight any patterns or trends that are notable.
  5. Suggest how these insights can improve products, services, or support strategies.

Output format Provide a categorized summary with sections for each category, including key insights and trends. Use bullet points and clear headings. Keep it under 400 words.

Guardrails

  • Do not alter the meaning of the feedback; categorize accurately.
  • Flag any ambiguous feedback that could fit multiple categories.
  • Stay within categorization and insight generation; avoid unrelated recommendations.

Example Feedback data: customer reviews from last month; categories: product quality, customer service, pricing; product: wireless headphones.

Follow-up prompts

  • How can categorization improve our customer support strategies?
  • What product enhancements are suggested by the feedback?
  • What metrics should we track to measure the impact of categorization?