analyze-feature-requests

Cluster customer feature requests into themes and score impact, effort, and risk.

1|Updated Mar 23, 2026
One-click install
npx skills add https://github.com/cano721/ai-harness --skill analyze-feature-requests-cano721
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: analyze-feature-requests
Source: https://github.com/cano721/ai-harness/tree/main/teams/planning/bundle-claude/skills/analyze-feature-requests
Command: npx skills add https://github.com/cano721/ai-harness --skill analyze-feature-requests-cano721

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Prioritize feature requests for your product by turning scattered customer feedback into thematically organized priorities, aligned with strategic goals, and ready for planning discussions.

Core Features & Use Cases

  • Thematic clustering: group similar requests into themes to reveal underlying customer needs.
  • Impact, effort, and risk scoring: quantify value and effort to guide decision-making.
  • Top-priority roadmap: generate a 3-feature shortlist with rationale and recommended actions for each.

Quick Start

Describe your product goal and feature requests, and the skill will categorize themes, assess impact and effort, and present a prioritized roadmap.

Frequently Asked Questions about analyze-feature-requests

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

FAQPage Schema
How do I prioritize feature requests for my product backlog?

To prioritize feature requests, you group scattered customer feedback into thematic clusters, score them by impact, effort, and risk, and generate a structured roadmap with rationale and recommended next steps.

What is the best way to organize customer feedback into product themes?

Organizing customer feedback into product themes involves clustering similar feature requests to reveal underlying needs, assessing strategic alignment, and quantifying value versus effort to guide roadmap planning.

Can I use impact and effort scoring for roadmap planning?

Yes, you can use impact, effort, and risk scoring for roadmap planning by quantifying the value of feature requests against the required work, producing a top-priority shortlist for backlog triage.

How do I triage a backlog of feature requests for cross-team prioritization?

To triage a backlog of feature requests for cross-team prioritization, you evaluate themes against strategic alignment, apply impact and risk scores, and output actionable next steps for each top feature.

What do I need to provide to start prioritizing feature requests?

To start prioritizing feature requests, you need to provide your product goal and a list of scattered customer feature requests, which the tool will categorize into themes and score for roadmap readiness.