Customer Feedback & Survey Sentiment Insight Miner

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
Customer Feedback & Survey Sentiment Insight Miner
Visual System Workflow & Architecture ReferenceVerified Blueprint Asset

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
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.
169 words
Dispatch:XLinkedInWhatsApp

Execution Protocol (Step-by-Step)

01

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 Recommendation4.9/5 Rating

Claude 3.5 Sonnet / ChatGPT PlusRecommended Model Runner

Run this prompt with zero rate limits and maximum intelligence using advanced frontier LLMs.

*Affiliate partner disclosureTry Claude 3.5 Sonnet / ChatGPT Plus

Frequently Asked Questions

What is RICE prioritization?

RICE stands for Reach, Impact, Confidence, Effort. It scores features objectively so teams build what matters most.