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RICE Score Calculator

Add your features or initiatives, score Reach, Impact, Confidence, and Effort, and get a live-ranked priority list. Export to CSV or markdown. Sign in to use the RICE Calculator.

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How RICE prioritization works

Reach

Customers affected per quarter

How many customers does this initiative reach in a given time period?

Impact

Value per customer (0.25 to 3)

How much does this initiative affect each customer? 0.25 = minimal, 1 = medium, 3 = massive.

Confidence

Your confidence level (%)

How confident are you in these estimates? 100% = high confidence, 50% = low.

Effort

Person-months of work

How long will this take? Enter the total team effort across all contributors.

Score = (Reach × Impact × Confidence) ÷ Effort

Sign in to use. Score your features, get a live-ranked priority list, and export to CSV or markdown from your ProductOS workspace.

Sign in to use the RICE Calculator

Add your features, score Reach, Impact, Confidence, and Effort, and get a ranked roadmap. Your scores are saved in your ProductOS workspace.

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Frequently asked questions

How is the RICE score calculated?

Score = (Reach × Impact × Confidence) ÷ Effort. Reach is customers affected per period, Impact is value per customer (0.25 = minimal to 3 = massive), Confidence is 0-100%, and Effort is person-months.

When should I use RICE vs ICE?

RICE splits ICE's Impact into Reach and Impact for more granularity, better for larger teams comparing many initiatives. ICE (Impact × Confidence × Ease) is faster for quick triage.

Is my data saved anywhere?

Your rows are saved locally in your browser so they survive a page refresh. You can export to CSV or markdown anytime. The calculator is a ProductOS tool, sign in to use it.

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