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Prompt · eLearning Developers

Feedback Categorization and Insights

Use this when you need to organize user feedback into meaningful categories to extract actionable insights and prioritize improvements.

All 12 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 sort user feedback into clear categories—usability, design, content, and functionality—and provide actionable insights for product improvement.

Context you provide

  • {{product_or_service}}: The name of the product or service.
  • {{user_feedback}}: The raw feedback data to categorize.
  • {{categories_optional}}: Specific categories to use if different from the default (usability, design, content, functionality).

Instructions

  1. If any required context is missing, ask for it before proceeding.
  2. Read through all user feedback and assign each piece to one or more of the specified categories.
  3. For each category, summarize the key themes, common issues, and positive feedback.
  4. Calculate the percentage distribution of feedback across categories to show relative importance.
  5. Provide actionable recommendations for each category based on the insights.

Output format Present a structured report with: an overview of the distribution (e.g., a simple table or list), a detailed breakdown for each category, and a recommendations section. Use clear headings and bullet points. Keep the tone professional and concise.

Guardrails

  • Do not force feedback into a category if it doesn't fit; note it as 'other' if needed.
  • Base percentages on the actual feedback provided; do not invent data.
  • Keep recommendations grounded in the feedback insights.

Example Product: 'EduApp'; Feedback: 'App is hard to navigate', 'Great content but boring design', 'Search function is slow'.

Follow-up prompts

  • Can you dive deeper into the usability feedback and suggest specific feature enhancements?
  • What are the top three design complaints, and how can they be addressed?
  • Can you identify any emerging trends in the functionality feedback over the past six months?