“Cluster thousands of raw customer reviews, support tickets, and NPS comments into actionable feature priorities and churn drivers.”
Curated by Sarah Jenkins
Updated: Aug 17, 2026
Run Time: 2 mins
Verified: ChatGPT, Claude, Gemini
Architecture & Behavioral Blueprint
This prompt implements an end-to-end framework specifically designed for Product Management & User Research. It enforces role authority, step-by-step structural reasoning, and negative constraints to prevent generic, repetitive AI filler.
Target Use CaseProduct Management & User Research
Engine CompatibilityChatGPT • Claude • Gemini
Complexity LevelINTERMEDIATE
The Complete AI Prompt
1-Click Clipboard Ready
System / Prompt Matrix|169 words (1153 chars)
Copied 3,120 times
Act as a Head of Product Management and Voice of Customer (VoC) Analytics Lead.
Here is a raw export of customer reviews, NPS comments, or support tickets:
[PASTE RAW CUSTOMER FEEDBACK OR TICKET EXCERPTS HERE]
Perform a qualitative and quantitative customer insight synthesis:
1. SENTIMENT & THEMATIC CLUSTERING:
- Cluster feedback into top 4 recurring themes (e.g., Performance/Speed, Pricing/Billing, Onboarding Confusion, Missing Integrations).
- Categorize each theme by sentiment ratio (% Positive vs. % Negative) and urgency severity (Low, Medium, Critical).
2. CHURN DRIVER MATRIX:
- List the top 3 friction points causing customers to consider canceling or leaving negative reviews.
- Include 2 verbatim customer quotes for each churn driver to maintain authentic voice.
3. FEATURE REQUEST ROI PRIORITIZATION:
- Structure top requested features using the RICE Scoring Framework (Reach, Impact, Confidence, Effort).
- Rank them in descending order of product roadmap priority.
4. EXECUTIVE RECOMMENDATION SUMMARY:
- 3 immediate low-effort "quick wins" engineering can fix in the next sprint.
- 1 major strategic initiative for next quarter.
Export raw feedback from Zendesk/Intercom/Typeform
Paste 10 to 100 customer comments directly.
02
Share with your product squad
Use the RICE roadmap prioritization table during sprint planning.
Verified Output Walkthrough
Sample Input Arguments
50 customer feedback snippets complaining about CSV export speed and lack of dark mode.
Verified Benchmark Response
### Top Churn Drivers
1. **CSV Export Timeouts on Large Workspaces** (Critical)
↳ *Quote*: "Whenever I export our quarterly billing, the page freezes and I have to re-do 2 hours of reconciliation."
Growfyx Engineering Notes
Scrub private customer PII (names, phone numbers) before pasting raw data into AI tools.
Editor Recommendation★ 4.9/5 Rating
Claude 3.5 Sonnet / ChatGPT Plus — Recommended Model Runner
Run this prompt with zero rate limits and maximum intelligence using advanced frontier LLMs.
Turn your marketing ideas into a focused growth strategy with AI. This prompt helps identify your ideal audience, positioning, marketing channels, content opportunities, customer acquisition strategies, and practical growth actions to help your business reach more customers.
“Act as a professional marketing strategist and business growth consultant.
Create a practical marketing and growth strategy based on my bus...”
Analyze your market and competitors with AI. This prompt helps identify key competitors, compare their positioning, pricing, strengths, weaknesses, target customers, and discover potential opportunities for your business.
“Act as a professional market research and business strategy expert.
Analyze my target market and competitors to help me understand the busi...”
Turn your business idea into a clear and practical business plan with AI. This prompt helps define your target market, value proposition, business model, marketing approach, competitive position, challenges, and actionable next steps.
“Act as a professional business strategist and startup consultant.
Create a practical business plan based on my business idea, resources, ta...”
Discover practical AI copywriting prompts for sales copy, product descriptions, and sales follow-up emails. Learn how to create persuasive, customer-focused content that helps turn attention into action.
Discover practical AI prompts for planning, analyzing, and growing a business. Learn how to use AI to create a business plan, analyze your market and competitors, and build a focused marketing strategy with actionable growth steps.
