Prioritization tool
ICE Calculator
Score product ideas by Impact, Confidence, and Ease, compare them on one scale, and decide what your team should build next.
ICE Score Calculator
Formula
Impact × Confidence × Ease
Calculate your ICE Score by evaluating the Impact, Confidence, and Ease of an idea or feature. Use ICE scoring to prioritize initiatives, make faster product decisions, and focus on opportunities with the highest potential value.
What is an ICE Calculator?
An ICE calculator helps product teams estimate the priority of an idea by turning 3 quick ratings into a single, comparable score. Using this, you can rank a backlog quickly and focus effort where it counts.
Impact
How much value will it create?
Rate how strongly the idea affects the metric or outcome you care about (activation, retention, revenue, or another goal) on a 1-10 scale. A higher rating means a bigger potential payoff.
Confidence
How sure are you it will work?
Confidence reflects how much evidence backs your estimation. Validated data, past experiments, and clear customer signals raise confidence; an untested assumption lowers it.
Ease
How quickly can you ship it?
Ease measures how much effort an idea takes to build and release. Quick wins score high; work that needs heavy engineering, design, or coordination scores low.
ICE Score
What should you build first?
Multiply the three ratings for one score. Sort your backlog on the basis of the score to compare ideas fairly and settle prioritization debates with numbers instead of opinions.
From feedback to priority
Back every ICE score with real customer evidence
ProductBridge pulls feedback from Intercom, Slack, email, and reviews into one place and merges duplicate requests – so the Impact and Confidence behind each score come from real customer demand, not gut feel.
How to use ICE for roadmap planning
To plan a roadmap with ICE, start with the ideas, considering features, fixes, and experiments. Score each idea from 1 to 10 on Impact, Confidence, and Ease, and multiply to get the ICE score. Sort the list from highest to lowest: the top scores are what you build first, and that ranking becomes the base of your roadmap. Revisit it whenever new ideas come in, or something you learn changes a score.
You don’t have to build the list in order. Put the top scores in a “now” group, the next batch in “next”, and the rest in “later”. This gives you a clear roadmap the whole team can read. When the score changes, just move that idea to a different group.
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ICE calculator FAQ
Answers to common questions about ICE scoring, prioritizing product ideas, and making confident product decisions.
What if two ideas get the same ICE score?
Look at the individual factors to break the draw. The idea with higher confidence is usually the safest choice, or the one with the biggest payoff. If they’re still even, let your strategy or deadlines decide.
What is a good ICE score?
ICE score is a relative measure, so a “good” score is simply one that ranks higher than the other ideas competing for the same time and resources. It is used for comparing and ordering to decide on an idea to execute.
Should you score ideas alone or as a team?
As a team, when you can. The ratings are personal judgements, so one person’s scores can be different. Comparing everyone’s numbers catches blind spots and keeps the ranking fair.
What’s the difference between ICE and RICE?
RICE has a 4th factor, Reach, and divides by Effort instead of using Ease. ICE is the faster, lighter option for quick calls; RICE is worth it when an idea is big and reach really matters.
What are the limitations of ICE scoring?
Scores are only as good as the assumptions behind them, and people tend to rate their confidence too high. Treat ICE as a starting point for discussion, not the final word, and back big decisions with real data.
How often should you re-score your backlog?
Whenever something changes, such as a new idea arrives, an experiment gives you data, or priorities shift. Many teams re-check before each planning cycle so the ranking stays current.