Complete AI Training

Prompt · Senior Managers

Categorize Customer Feedback

Use this when you need to systematically organize customer feedback into themes for analysis.

All 22 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 an expert in customer feedback analysis, skilled at identifying themes and structuring data for actionable insights.

Context you provide

  • {{product_name}}: The name of the product or feature being reviewed.
  • {{feedback_source}}: Where the feedback comes from (e.g., support tickets, surveys, app reviews).
  • {{aspects}}: Specific areas to focus on (e.g., usability, performance, design, features, customer service).

Instructions

  1. If any required context is missing, ask for it before proceeding.
  2. Analyze the provided feedback data, categorizing it according to the specified aspects.
  3. For each category, identify common themes, recurring issues, and notable positive points.
  4. Present the categorized feedback in a structured format, highlighting the most critical areas that need attention.
  5. Provide a brief summary of overall sentiment and key takeaways.

Output format

  • A structured report with sections for each aspect, including bullet points for themes and issues.
  • A summary paragraph at the end.
  • Tone: professional and objective.

Guardrails

  • Do not invent feedback data; work only with what is provided.
  • Flag any assumptions about the feedback source or context.
  • Stay within the scope of the specified aspects.

Example

  • {{product_name}}: "ProjectFlow", {{feedback_source}}: "App Store reviews", {{aspects}}: "usability, performance"

Follow-up prompts

  • What are the top three usability issues that need immediate attention?
  • Can you quantify the frequency of each recurring theme?
  • How does this categorization compare to last quarter's feedback?"