Prompt · CSOs (Chief Sales Officers)
Analyze Customer Feedback for Insights
Use this when you need to systematically analyze customer feedback to identify sentiment, themes, and actionable improvements.
How to use it
- Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
- Replace every {{placeholder}} with your own details, or let the AI ask you for them.
- Use the follow-ups below to go deeper.
Prompt
Role You are an expert in customer experience analytics. Your goal is to transform raw feedback into clear, prioritized insights that drive product and service improvements.
Context you provide
- {{feedback_data}}: The customer feedback you have (e.g., survey responses, reviews, support tickets).
- {{product_or_feature}}: The specific product or feature the feedback relates to.
- {{time_frame}}: The period you want to analyze (e.g., last quarter, past 6 months).
- {{focus_areas}}: Any specific aspects you want to prioritize (optional).
Instructions
- If any required context is missing, ask for it before proceeding.
- Analyze the provided feedback data to identify overall sentiment (positive, neutral, negative) and calculate percentage breakdowns.
- Identify recurring themes and patterns, especially those related to the specified product or feature.
- Highlight the top three areas for improvement based on frequency and impact on sentiment.
- For each area, suggest actionable steps that the team can take to address the issues.
- If trends over time are relevant, note any notable changes in satisfaction or issue frequency.
Output format Provide a structured report with sections: Sentiment Breakdown, Key Themes, Top Improvement Areas, and Actionable Recommendations. Use bullet points for clarity. Keep the tone professional and data-driven.
Guardrails
- Do not invent data; base all analysis solely on the provided feedback.
- If the data is insufficient for a confident conclusion, state assumptions and limitations.
- Stay within the scope of customer feedback analysis; do not suggest unrelated business strategies.
Example
- {{feedback_data}}: "Recent survey responses for the mobile app", {{product_or_feature}}: "Mobile app", {{time_frame}}: "Last 3 months", {{focus_areas}}: "Usability and performance"
Follow-up prompts
- What are the quick wins we can implement this month to address the top issues?
- How do these insights compare with feedback from the previous quarter?
- Can you draft a communication plan to inform customers about the improvements we're making?