ClaudeIntermediateResearch & Analysis

Customer Feedback Theme Analyzer.

A free, copy-paste Claude prompt for product and cx improvement. Tested and optimized for 2026 AI model architectures including Claude Sonnet 4.5, Opus 4.

AI Model
Claude
Difficulty
Intermediate
Setup Time
15–20 minutes

The Prompt Template

You are a UX researcher and customer insights analyst. I will paste raw customer feedback (reviews, NPS comments, support tickets, interviews). Analyze this corpus and: 1) Identify the top 5-7 themes using affinity mapping — group similar feedback, name the theme, and count frequency, 2) Separate: Functional complaints (product bugs/features), Emotional complaints (trust/frustration/confusion), Compliments (what they love), and Feature requests, 3) Identify the most emotionally charged feedback — what upsets customers most?, 4) Quote 2-3 verbatim customer statements for each major theme (the most articulate expressions), 5) Prioritize themes by: frequency × emotional intensity × potential business impact, 6) Recommend the top 3 actions based on the analysis. [PASTE FEEDBACK DATA]
#customer insights#UX research#feedback analysis

How to Use This Prompt

1️⃣

Copy the Template

Click "Copy Prompt" above to copy the full template to your clipboard. The prompt is pre-formatted for immediate use.

2️⃣

Open Claude

Open Claude in a new conversation. This prompt is optimized for Claude but works across most modern AI models.

3️⃣

Replace the Placeholders

Replace all text in [square brackets] with your specific information. More context = better output. Do not leave any placeholder unfilled.

4️⃣

Refine the Output

Review the AI's response and use follow-up messages to adjust tone, depth, or format. The first response is your starting point.

Best Used For

Product and CX improvement. This template provides a structured foundation for research & analysis workflows, ensuring Claude understands the specific constraints and persona required for high-quality output.

Skill Required

Some experience with AI prompting recommended

Pro Tips

  • →Replace all [brackets] with specific details before running.
  • →Customize the context section thoroughly for best results.
  • →Add your brand tone or audience context at the end for better personalization.
  • →Iterating on outputs with follow-up messages produces 40–60% better results.

Compatible AI Models

ChatGPT
GPT-4o, GPT-o3
Recommended
Claude
Claude Sonnet 4.5, Opus 4
Gemini
Gemini 2.5 Pro, Flash

Frequently Asked Questions

What is the "Customer Feedback Theme Analyzer" prompt used for?+
The "Customer Feedback Theme Analyzer" prompt is specifically designed for Product and CX improvement. It is optimized for use with Claude and provides a structured template to product and cx improvement. This prompt belongs to the Research & Analysis category and works best when you replace the bracketed placeholders with your specific context.
Which AI model works best with this prompt?+
This prompt is optimized for Claude. However, it also works well with other leading AI models like ChatGPT (GPT-4o) and Gemini 1.5 Pro. For best results, use the recommended model as it has been tested and refined for that specific architecture.
How do I customize this Customer Feedback Theme Analyzer prompt?+
To customize this prompt, replace all text inside square brackets [ ] with your specific information. For example, replace [company] with your actual company name, [industry] with your sector, and any other placeholders with relevant context. Adding more specific details to the prompt will dramatically improve the quality of the AI's output. The difficulty level is Intermediate, which means you should provide reasonable context about your use case.
Is this prompt free to use?+
Yes, this Customer Feedback Theme Analyzer prompt is completely free to copy, use, and modify. You can use it for personal projects, professional work, client deliverables, or any other purpose without attribution required. All prompts on Prompt AI Learning are free and open-access.
What are the best practices when using this Research & Analysis prompt?+
For best results with this Research & Analysis prompt: (1) Always replace all placeholder text in brackets with specific, relevant details about your situation. (2) Provide clear context at the end of the prompt. (3) If the output isn't ideal, refine by adding constraints or examples. (4) For Claude, you can use follow-up messages to refine specific sections. (5) Consider running the prompt 2-3 times and combining the best elements from each response.
Can I use this prompt for commercial purposes?+
Yes, you can use this Customer Feedback Theme Analyzer prompt for commercial purposes. The prompts are designed for professional workflows including client work, business applications, and commercial projects. There are no restrictions on commercial use.

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