🧮Interactive Tool
ICE Score Calculator
Score and rank your product features using the ICE prioritization framework. Add features below, rate each on three dimensions, and get instant priority rankings.
How ICE Scoring Works
Impact×Confidence×Ease=ICE Score
Impact (1-10): How much will this move the needle for users or the business? A score of 10 means a major improvement to a key metric. A 1 means barely noticeable.
Confidence (1-10): How sure are you about your impact and ease estimates? A 10 means you have strong data backing your assumptions. A 1 means you are guessing.
Ease (1-10): How easy is this to implement? A 10 means trivial effort, maybe a few hours. A 1 means months of work across multiple teams.
Feature 1
Low5High
Guess5Certain
Hard5Easy
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Low PriorityRICE vs ICE vs MoSCoW
Compare the three most popular prioritization frameworks side by side.
RICE Score Calculator
Try the RICE framework if you need a more data-driven approach with reach and effort estimates.
RICE Framework Guide
Deep dive into prioritization frameworks with examples and best practices.
Prioritization Matrix Template
Visual 2x2 matrix template for priority decisions.