Free tool

RICE score calculator

Score every feature by Reach, Impact, Confidence, and Effort, then sort by score to see what to build next. Everything runs in your browser — nothing is saved or sent anywhere.

FeatureReachImpactConfidenceEffortScore
800
800

How RICE scoring works

RICE is a prioritization framework popularized by Intercom. Each feature gets a score from four inputs, and higher scores should get built first:

  • RReach — how many people this will affect in a given time period (e.g. users per month).
  • IImpact — how much it moves the needle for each person: 3 = massive, 2 = high, 1 = medium, 0.5 = low, 0.25 = minimal.
  • CConfidence — how sure you are about your Reach and Impact estimates, as a percentage.
  • EEffort — how many person-months it will take to build.

score = (reach × impact × confidence) / effort

Once you've prioritized, collect the votes yourself

Upstep gives your users a public board to vote on what's next, so your next RICE pass starts with real data instead of guesses.

Get started free