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Prioritization tools

RICE score calculator

Calculate a RICE prioritization score from reach, impact, confidence, and effort, then turn the result into a review note.

Built for product teams, founders, growth teams, and roadmap owners. Use it to prioritize product ideas with a repeatable scoring model.

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RICE score calculator

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Browser-only draft

Output

RICE score

Priority inputs

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RICE score

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# RICE priority review: Improve onboarding setup

RICE score: 192.00

## Inputs
- Reach: 600
- Impact: 2
- Confidence: 80%
- Effort: 5

## Formula
(Reach x Impact x Confidence) / Effort

## Interpretation
- Strong candidate for roadmap review.

## Priority memo
| Lens | Value | Review note |
| --- | --- | --- |
| Reach | 600 | Check whether this is based on users, accounts, or sessions |
| Impact | 2 | Define what a high-impact outcome means |
| Confidence | 80% | Lower this if evidence is weak |
| Effort | 5 | Ask whether a smaller version can reduce effort |

## Review questions
- Is reach based on real usage or a guess?
- Is impact defined the same way as other initiatives?
- What evidence supports the confidence score?
- Can effort be reduced by shipping a smaller version?

## Kanvly next step
- Save this as a roadmap note.
- Link it to the initiative board.
- Re-score after research or delivery changes the assumptions.

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Example

Score a roadmap idea

Example

Compare growth experiments

Example

Prioritize product improvements

What the RICE score helps with

RICE is useful when a team needs a lightweight way to compare initiatives. It will not make the decision for you, but it makes assumptions visible.

The score works best when every initiative is scored with the same definitions of reach, impact, confidence, and effort.

  • Reach estimates how many users or accounts are affected.
  • Impact estimates the value if the initiative works.
  • Confidence keeps uncertainty visible.
  • Effort prevents big ideas from crowding out focused wins.

How to use the result

Use the generated note to explain why an initiative is ranked where it is. If the score is high but confidence is low, the next step may be research rather than delivery.

Save the result in Kanvly and connect it to a roadmap note or board so future reviews can see the original assumptions.

Kanvly workflow fit

Turn the output into a workspace, not another loose document

Product roadmap templateReview scores inside a roadmap operating rhythm.ICE score calculatorUse a faster scoring method for early experiments.
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