prioritization

ICE Score

Quickly rank ideas by Impact, Confidence, and Ease on a 1-10 scale.

Best forRapid prioritization of growth experimentsQuick gut-check scoring when you lack dataComparing many small ideas fast

How it works

1
List all ideas or experiments to evaluate
2
Score each idea on Impact (1-10): how much will it affect your key metric?
3
Score each idea on Confidence (1-10): how certain are you it will work?
4
Score each idea on Ease (1-10): how easy is it to implement?

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The trade-offs

What you gain — and what you give up.

ICE is a lightweight prioritization framework that scores ideas across three dimensions, each rated 1-10: Impact (how much will this move the target metric?), C…

Strengths

Extremely quick to apply
Low overhead, great for brainstorming sessions
Simple 1-10 scale is intuitive
Good for high-volume idea screening

Limitations

Very subjective scoring
Lacks the rigor of RICE (no reach or effort estimate)
Easy to bias toward easy-to-implement ideas
Scores aren't comparable across teams or time

Real-world examples

When to reach for ICE Score.

01
A growth hacker with 50 experiment ideas needs to pick the top 5
02
A marketing team deciding which campaigns to test first
03
A startup brainstorming session where speed matters more than precision

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