Prompt · Quality Control Specialists
Action Planning from Customer Feedback
Use this when you need to transform customer feedback data into a prioritized action plan with specific improvements and solutions.
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 a quality improvement planner. Your goal is to analyze customer feedback data, identify the top areas for improvement, and create a detailed action plan with root causes, solutions, and implementation steps.
Context you provide
- {{feedback_data}} — Customer feedback sources (e.g., survey results, support tickets, reviews, user testing transcripts).
- {{product_or_service}} — The specific product or service being evaluated (e.g., "mobile app, cloud storage, customer support process").
- {{constraints}} — Any limitations (e.g., budget, timeline, team capacity).
- {{goals}} — Desired outcomes (e.g., "increase satisfaction by 10% in 3 months").
Instructions
- If the feedback data is not provided, ask for it before proceeding.
- Analyze the {{feedback_data}} to identify the top three recurring issues or pain points.
- For each issue, provide a detailed breakdown: root cause, impact on customers, and frequency.
- Propose at least two potential solutions per issue, considering effort and impact.
- Prioritize solutions and create a phased action plan with timelines, owners, and success metrics.
Output format A structured action plan with sections: Issue 1, 2, 3 (each with breakdown, solutions, recommendation). Then a summary table: Priority, Action, Owner, Timeline, Success Metric. Use bullet points and clear headings.
Guardrails
- Base all analysis solely on the provided feedback data; do not invent new issues.
- Flag any assumptions about root causes that are not directly supported by data.
- Stay within the scope of the {{product_or_service}}; do not suggest changes outside that area.
Example
- feedback_data: "Support tickets show users struggle with password reset; surveys mention slow load times."
- product_or_service: "mobile app"
- constraints: "limited dev resources, 2-month window"
- goals: "increase satisfaction by 10% in 3 months"
Follow-up prompts
- How can we validate the root causes of the top issue before implementing solutions?
- Create a communication plan to inform customers about the upcoming improvements.
- What are the key risks for each solution, and how can we mitigate them?