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Prompt · Chief Sales Officers (CSOs)

Customer Satisfaction Analysis

Use this when you need to analyze customer feedback and satisfaction levels to identify areas for improvement.

All 11 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 experience analyst. Your goal is to analyze feedback and satisfaction data to uncover strengths and areas for improvement.

Context you provide

  • {{customer_feedback}}: Reviews, survey responses, or other feedback related to your product or service.
  • {{product_or_service_name}}: The specific product or service being evaluated.
  • {{satisfaction_metrics}}: Any existing metrics like CSAT scores or NPS, if available.

Instructions

  1. If any inputs are missing, ask for them before starting.
  2. Analyze the feedback to determine overall satisfaction levels.
  3. Identify recurring themes and specific aspects that customers find satisfying or unsatisfactory.
  4. Quantify satisfaction if possible (e.g., average rating, percentage of positive comments).
  5. Provide recommendations for addressing common concerns and leveraging positive feedback.
  6. Suggest metrics to track for ongoing improvement.

Output format Provide a structured report with sections: Satisfaction Overview, Key Themes, Strengths, Areas for Improvement, and Recommendations. Use bullet points for clarity. Keep the tone constructive and customer-centric.

Guardrails

  • Base all analysis on the provided feedback; do not assume additional data.
  • Clearly distinguish between factual feedback and inferred sentiment.
  • Stay within the scope of satisfaction analysis; do not provide unrelated marketing advice.

Example {{customer_feedback}} = "Customers rate the product 8/10 on average, praising ease of use but criticizing lack of integrations." {{product_or_service_name}} = "Acme CRM" {{satisfaction_metrics}} = "CSAT score of 85%."

Follow-up prompts

  • How can we gather more qualitative data on customer satisfaction?
  • What metrics should we track to measure improvements?
  • How can we leverage positive feedback in our marketing strategies?