Feature prioritization (RICE)

RICE estimates relative feature value against delivery effort.

Enter Reach, Impact, Confidence %, and Effort to get the RICE score.

Feature prioritization (RICE)

Inputs

Results

RICE score —

Prioritize with RICE numbers

What is it?

RICE estimates relative feature value against delivery effort.

Why it matters

Stops prioritization by loudest stakeholder or gut feel alone.

How it works

Enter Reach, Impact, Confidence %, and Effort to get the RICE score.

Formula RICE = (Reach × Impact × Confidence%) ÷ Effort

Why you’ll love this

Replace endless debate with a relative value-vs-effort score for each feature.

How to jump in

  1. Enter RICE inputs

    Reach, Impact, Confidence, Effort.

  2. Read the score

    Higher usually means sooner.

  3. Pair with MVP Scope

    Score Must items first.

What you walk away with

  • RICE formula
  • Priority status
  • Links to MVP Scope
  • Free

Where it shines

Backlog grooming

Compare options on one metric.

Scope negotiation

Separate priority from preference.

With Cost of Delay

Bring expensive delay into the call.

Quick answers

What scale is Impact?

Often 0.5 to 3 — keep one consistent scale on your team.

What is Effort?

An effort unit like person-months — consistency across features matters most.

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