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customer-feedback-analyzer

Categorize and prioritize user feedback using a scoring formula.

276|46|Updated Jan 16, 2026
Search Tags:#feedback#product management#roadmap#prioritization#NPS#user sentiment
One-click install
npx skills add https://github.com/nicepkg/ai-workflow --skill customer-feedback-analyzer-nicepkg
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: customer-feedback-analyzer
Source: https://github.com/nicepkg/ai-workflow/tree/main/workflows/product-manager-workflow/.claude/skills/customer-feedback-analyzer
Command: npx skills add https://github.com/nicepkg/ai-workflow --skill customer-feedback-analyzer-nicepkg

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill streamlines the process of collecting, analyzing, and prioritizing user feedback from various sources, ensuring that valuable insights directly inform product development and decision-making.

Core Features & Use Cases

  • Multi-Channel Feedback Aggregation: Consolidates feedback from in-app widgets, NPS surveys, support tickets, user interviews, feature requests, and exit interviews.
  • Systematic Categorization & Prioritization: Organizes feedback by type, severity, frequency, and user segment, then applies a scoring formula (Impact × Frequency × Strategic Alignment) to prioritize effectively.
  • Closing the Feedback Loop: Provides templates and strategies for acknowledging user input, acting on it, and notifying users of implemented changes.
  • Use Case: A product manager can use this Skill to synthesize weekly feedback trends, identify the top 3 user pain points, and create a prioritized backlog for the next development sprint, complete with actionable recommendations.

Quick Start

Analyze all customer feedback from the past week and identify the top 3 themes with recommended actions.

Frequently Asked Questions about customer-feedback-analyzer

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I prioritize user feedback for product roadmap planning?▼

Synthesize user feedback from multiple channels by categorizing it by type, severity, frequency, and user segment. This structured approach identifies core user pain points and translates raw sentiment into actionable product insights.

What is the best way to aggregate multi-channel user feedback for analysis?▼

Aggregate multi-channel user feedback by consolidating data from in-app widgets, NPS surveys, support tickets, and user interviews into a single systematic framework to identify trends and prioritize feature requests effectively.

How do I categorize and score user sentiment from NPS surveys and support tickets?▼

Categorize and score user sentiment by organizing NPS and support ticket data into structured categories of type and severity, then calculate priority using the Impact × Frequency × Strategic Alignment scoring formula for backlog refinement.

Can I use this to close the feedback loop with users after implementing features?▼

You can close the feedback loop using provided templates and strategies to acknowledge user input, take action on prioritized items, and notify users when their requested features or bug fixes are implemented.

Does this Skill require any specific integrations or dependencies to process feedback?▼

No specific integrations or dependencies are required. The Skill processes product management workflows by applying structured categorization and prioritization frameworks directly to the feedback data you provide.

How to identify top user pain points from weekly feedback trends for sprint planning?▼

Identify top user pain points by synthesizing weekly feedback trends through systematic collection and categorization, generating a prioritized backlog with actionable recommendations for your next development sprint.

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