RICE Prioritization Template (Free)
RICE (Reach, Impact, Confidence, Effort) is one of the most popular prioritization frameworks for product teams. This template provides the scoring structure and guidelines for consistent prioritization.
Template sections
5 sections covering the complete feature prioritization workflow.
RICE Formula
RICE Score = (Reach x Impact x Confidence) / Effort. Higher scores indicate higher priority. All factors are scored on defined scales.
Reach
How many users will this affect per quarter? Use actual data: DAU, feature adoption rates, or funnel numbers. Score: actual number of users reached.
Impact
How much will this improve the metric you care about? Score: 3 (massive), 2 (high), 1 (medium), 0.5 (low), 0.25 (minimal).
Confidence
How confident are you in your Reach and Impact estimates? Score: 100% (high, backed by data), 80% (medium, some data), 50% (low, gut feeling).
Effort
How many person-months of work? Score: actual person-months. Include design, engineering, QA, and launch effort.
Copy-paste template
# RICE Prioritization | Feature | Reach | Impact | Confidence | Effort | RICE Score | |---|---|---|---|---|---| | [Feature A] | [Users/qtr] | [0.25-3] | [50-100%] | [person-months] | [Score] | | [Feature B] | [Users/qtr] | [0.25-3] | [50-100%] | [person-months] | [Score] | Formula: (Reach x Impact x Confidence) / Effort
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