Feature Prioritization Assistant

pmprompt/claude-plugin-product-management/skills/feature-prioritization-assistant

by pmprompt3114dbe33fa2c38f781414c0b835023508db445fNo licenseListed Oct 9, 2026Updated Oct 9, 2026

Calculate RICE scores and prioritize features systematically. Use when building your product roadmap and need to make data-driven prioritization decisions.

AI-generated overview

Scores and ranks product features using the RICE framework to support roadmap prioritization decisions.

What it does
Guides the agent through estimating Reach, Impact, Confidence and Effort for each candidate feature, then computing the RICE score as (Reach x Impact x Confidence) / Effort. It produces a ranked list with reasoning, prioritization recommendations, and suggestions for validating assumptions where confidence is low. It also lists best practices for gathering data and revisiting estimates.
When to use it
Use when building a product roadmap, choosing between competing feature ideas, or when stakeholders disagree about build order. It also fits situations where prioritization decisions must be justified to leadership.
Requirements
No scripts or tools; it is an instructions-only skill. It works from feature descriptions and any context, data or constraints the user supplies.

Domain Context

This skill implements a proven product management framework. The approach combines best practices from industry leaders and is designed for practical application in day-to-day PM work.

Input Requirements

  • Context about your product, feature, or problem
  • Relevant data, research, or constraints (recommended but optional)
  • Clear articulation of what you're trying to achieve

Feature Prioritization Assistant

When to Use

  • Building your product roadmap
  • Need to choose between multiple feature ideas
  • Stakeholders are debating which features to build first
  • Want to make data-driven prioritization decisions
  • Need to justify prioritization decisions to leadership

What This Skill Does

Helps you systematically evaluate and prioritize features using the RICE framework (Reach, Impact, Confidence, Effort), providing scores and recommendations.

Instructions

Help me prioritize these features using the RICE framework. For each feature, help me estimate:

  1. Reach: How many users will this impact per month?
  2. Impact: How much will this impact each user? (Scale: 0.25=minimal, 0.5=low, 1=medium, 2=high, 3=massive)
  3. Confidence: How confident are we in our estimates? (Scale: 0-100%)
  4. Effort: How many person-months will this take to build?

Then calculate the RICE score: (Reach × Impact × Confidence) / Effort

Features to evaluate: [List your features with any context you have]

Best Practices

  • Gather data on current user behavior before estimating Reach
  • Base Impact on user research and pain point severity
  • Be honest about Confidence levels - lower confidence for assumptions
  • Include design, development, and testing time in Effort estimates
  • Revisit estimates after initial discovery work
  • Consider dependencies between features

Example

Input: 5 features (notifications, dark mode, API access, mobile app, analytics dashboard) Output: RICE scores calculated for each, ranked list with reasoning, recommendations on which to prioritize, and suggestions for validating assumptions on low-c...

Source and attribution

Source:pmprompt/claude-plugin-product-managementinskills/feature-prioritization-assistantat commit3114dbe

License: No license

Content belongs to its original authors. SourceWeft indexes it from a public repository.

Report or request removal