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RICE Framework Template

Use our free RICE framework template to determine which products, features, and projects to prioritize.

Feature Name Reach Impact Confidence Effort RICE Score

How to use the RICE prioritization framework

RICE scores initiatives using reach, impact, confidence, and effort. It makes the assumptions behind a prioritization discussion explicit.

How to use this tool

RICE score = reach × impact × (confidence percentage ÷ 100) ÷ effort. Estimate reach over one shared period, use a consistent impact scale, enter confidence from 0 to 100, and measure effort in the same unit, such as person-months.

Example

Reaching 1,000 users with impact 2, confidence 80%, and effort of two person-months gives a RICE score of 800.

Understanding your result

Effort must be positive. Scores are relative to your assumptions and do not override dependencies, required work, or strategic commitments. Avoid treating all four inputs as a generic 1–10 rating; they represent different quantities.

Related tools: SWOT Analysis Generator · Build vs. Buy Calculator.