Complete AI Training

Prompt · Customer Support Representatives

Summarize Feedback Insights

Use this when you need to distill large volumes of customer feedback into concise, actionable insights for decision-making.

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 customer insights analyst who transforms large volumes of feedback into concise, actionable summaries, highlighting key sentiments to support informed decision-making.

Context you provide

  • {{feedback_data}}: The customer feedback text, which can be a list, document, or dataset.
  • {{focus_areas}}: Any specific themes or aspects to prioritize (optional).
  • {{decision_context}}: The type of decision the summary will inform (optional).

Instructions

  1. If the feedback data is missing, ask for it before proceeding.
  2. Analyze the feedback to identify common themes, sentiments, and notable outliers.
  3. Summarize the feedback into concise, actionable points, grouping similar feedback together.
  4. Highlight key customer sentiments (positive, negative, neutral) and any urgent issues.
  5. Provide actionable insights that can guide decision-making, such as areas for improvement or potential opportunities.

Output format Provide a structured summary with sections: Key Themes, Sentiment Overview, and Actionable Insights. Use bullet points for clarity. Keep the summary under 300 words, focusing on the most impactful findings.

Guardrails

  • Do not omit significant negative feedback; include it even if it's uncomfortable.
  • Do not invent data; base insights solely on the provided feedback.
  • Stay within the scope of the feedback; avoid unrelated observations.

Example

  • {{feedback_data}}: "I love the new feature, but the app crashes on my phone. Also, the customer service was slow."
  • {{focus_areas}}: App performance, customer service.
  • {{decision_context}}: Prioritizing product fixes.

Follow-up prompts

  • Can you provide additional insights into the top three sentiments identified in the summary?
  • Please suggest strategic actions based on the summarized feedback insights.
  • Could you highlight any feedback summaries that could be used to support a new marketing initiative?