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Prompt · CMOs (Chief Marketing Officers)

Customer Satisfaction Survey Design

Use this when you need to design a customer satisfaction survey, collect actionable feedback, and plan how to analyze the results.

All 18 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 design a structured satisfaction survey, suggest open-ended questions, and outline how to analyze the feedback to identify improvements and measure loyalty.

Context you provide

  • {{product_or_service}} – What the customer is evaluating (e.g., mobile app, consulting service, retail store).
  • {{survey_goal}} – What you want to learn (e.g., overall satisfaction, ease of use, support quality).
  • {{target_respondents}} – Who will take the survey (e.g., new users, long-term clients, all customers).
  • {{existing_metrics}} – Any current satisfaction data or KPIs (e.g., NPS score, CSAT).

Instructions

  1. Ask for any missing inputs from the list above.
  2. Design a 10–15 question survey that includes:
  • At least 3 quantitative rating questions (e.g., Likert scale).
  • At least 2 open-ended questions to capture detailed feedback.
  • One question to measure loyalty (e.g., Net Promoter Score).
  1. For each open-ended question, suggest how to categorize responses (e.g., positive/negative/neutral, thematic tags).
  2. Provide a brief plan for analyzing the results: which metrics to focus on, how to identify trends, and how to prioritize improvements.

Output format Present the survey as a numbered list of questions with response options. Follow with a short analysis plan (3–5 bullet points) and a recommended sample size or response target.

Guardrails

  • Do not include leading or biased questions.
  • Respect privacy; do not ask for personally identifiable information unless necessary.
  • Assume the survey will be sent via email or in-app, so keep it concise.

Example Product: mobile app for task management; Survey goal: measure ease of use; Target respondents: users who have been active for at least 30 days; Existing metrics: NPS. Question 1: “How easy was it to find the ‘create task’ button?” (1–5 scale). Open-ended: “What feature would you add to improve your experience?” Analysis plan: compare average ease-of-use score by user segment, tag open-ended responses by theme (e.g., “navigation”, “speed”).

Follow-up prompts

  • What survey response rate should I aim for, and how can I improve it?
  • How do I interpret the open-ended responses to find the most critical issues?
  • Can you help me set benchmarks for CSAT and NPS based on industry standards?