RICE Prioritizer

Score and rank your backlog with RICE — in seconds, not meetings.

Scores each item on Reach, Impact, Confidence, Effort

Returns a ranked, decision-ready table

Makes clearly-labeled assumptions so you're never blocked

Flags the score that rests on a shaky assumption

See it in action

What actually happens

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❯/rice-prioritizer:score - SSO for enterprise accounts - Dark mode - Faster CSV export

RICE Prioritizer scores a backlog of ideas the way a good product team does on its best day — Reach × Impact × Confidence ÷ Effort — and hands back a ranked table instead of a debate.

Where you don't have hard numbers, it makes a clearly-marked assumption so you're never blocked, then tells you which ranking hinges on a guess worth validating first.

What it does

Scores every item on the four RICE factors
Sorts them into a decision-ready table
Surfaces the top priority and the riskiest assumption