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
Feature 1
RICE 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.
Continue your workflow
What is ICE Scoring?
ICE is a prioritization framework that scores features across three dimensions: Impact (how much the feature moves your key metric), Confidence (how sure you are of your estimates), and Ease (how quickly your team can ship it). Multiply all three for a single ICE score. It's faster than RICE because it skips the Reach dimension, making it ideal for early-stage teams with limited usage data.
How to Use This Calculator
- Add your features. Enter each feature or initiative you want to compare.
- Score each dimension on a 1-10 scale. Impact measures potential value, Confidence reflects data quality, and Ease captures implementation speed.
- Review the ranking. Features are sorted by ICE score so your highest-impact, easiest wins float to the top.
ICE vs Other Prioritization Methods
ICE is the simplest scoring framework. For more granular ranking, RICE scoring adds a Reach dimension. For stakeholder alignment without scores, try MoSCoW prioritization. For customer-driven insights, the Kano analyzer categorizes features by satisfaction impact. See the full comparison in RICE vs ICE vs MoSCoW.
FAQ
When should I use ICE instead of RICE?
Use ICE when you don't have reliable reach data, when you need to rank items quickly, or when your team is small and everyone already has shared context on who the users are. ICE trades precision for speed. If you have analytics data on user reach, RICE will give you more defensible rankings.
How do I score Ease?
Ease is the inverse of effort. A 10 means the feature ships in a day with no dependencies. A 1 means months of work across multiple teams. Calibrate with your engineering lead before scoring. Consistent Ease estimates across your team matter more than absolute accuracy.
For a full overview of prioritization approaches, read the complete guide to prioritization or explore the value-effort matrix for a visual alternative.