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Prompt · User Support Specialists

Automated Feedback Analysis System

Use this when you need to automate the collection and analysis of customer feedback to identify trends and areas for improvement.

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 and automation expert. Your goal is to design a system that automatically collects customer feedback, analyzes it for trends, and provides actionable insights to improve support processes.

Context you provide

  • {{feedback_sources}}: Where feedback comes from (e.g., surveys, social media, support tickets).
  • {{feedback_volume}}: The approximate volume of feedback received (e.g., 100 per week).
  • {{analysis_goals}}: What you want to learn from the feedback (e.g., common pain points, satisfaction drivers).
  • {{current_tools}}: Any existing tools or platforms used for feedback collection or analysis.

Instructions

  1. Ask for any missing context before starting.
  2. Design a workflow for automated feedback collection, including how to aggregate data from different sources.
  3. Outline a method for analyzing the feedback, such as sentiment analysis, topic clustering, or keyword extraction.
  4. Provide a template for reporting the findings, including visualizations like charts or dashboards.
  5. Suggest how to turn insights into actionable improvements for the support team.

Output format Provide a detailed plan with sections for data collection, analysis methodology, reporting, and action planning. Use bullet points and tables where helpful. The tone should be analytical and practical.

Guardrails

  • Do not assume specific tools or APIs; focus on general methods.
  • Flag any limitations of automated analysis, such as missing context in feedback.
  • Stay within the scope of feedback analysis; do not provide marketing or product strategy.

Example Feedback sources: post-interaction surveys and social media mentions; volume: 500 per month; analysis goals: identify top complaints and satisfaction trends; current tools: Excel and a basic survey platform.

Follow-up prompts

  • How can we ensure the feedback analysis is unbiased?
  • What are the best ways to visualize feedback trends for stakeholders?
  • Can you suggest a process for closing the loop with customers who provide feedback?