Priority Scoring — RICE, WSJF & ICE for JiraJira Cloud · Built on Forge · Rovo agent

Score your backlog, ship the right things

Score Jira issues with RICE, WSJF or ICE right on the issue. The app ranks your backlog and checks Board Health from 0 to 100. The Rovo agent suggests scores and explains them.

Free trial, then a monthly or annual subscription on the Atlassian Marketplace. The AI features need Atlassian Rovo on your site.

Sample data in your browser. Nothing is saved and nothing is sent anywhere. Dashed frames mark the parts that come from the app. The Rovo chat is recreated with fixed answers. Real screenshots below ↓
In your Jira

What you get

Screenshots from a real Jira site with sample data.

RICE field with sliders for Reach, Impact, Confidence and Effort and a score of 84; next to it a Rovo chat suggesting a RICE score with reasons

Score right on the issue

Three fields, one per framework: Priority Scoring — RICE, Priority Scoring — WSJF and Priority Scoring — ICE. Move the sliders and the score updates while you drag; it is saved with the check mark.

The Rovo panel on the right is recreated for this image.

  • RICE: Reach × Impact × Confidence ÷ Effort
  • WSJF: (Business Value + Time Criticality + Risk Reduction) ÷ Job Size
  • ICE: Impact × Confidence × Ease
More in the docs →
Video

Watch the tour

A short walkthrough of Priority Scoring in Jira.

Why the app

Jira alone vs. with Priority Scoring

Jira aloneWith Priority Scoring
RICE, WSJF and ICE scoresNumber fields and formulas you build yourself, for example with automation rulesThree ready fields with sliders; the score updates while you drag
A ranked backlogSort by a number field you keep up to date by handEvery open issue ranked by score, with assignee and sprint filters and overdue marks
Backlog qualityFilters you build and check yourselfBoard Health from 0 to 100 with the criteria you choose
Help with the numbersYou estimate every dimension yourselfThe Rovo agent suggests values with a reason each and can apply them (needs Atlassian Rovo)

Compared with Jira Cloud without apps.

Setup

Running in three steps

1

Install

Get the app from the Atlassian Marketplace and confirm the installation on your Jira site.

2

Add the fields

Create the RICE, WSJF or ICE field you need and add it to your project screens.

3

Score and rank

Score issues with the sliders or with Rovo, then work through the ranking from the top.

FAQ

Common questions

More answers in the documentation, or write to support@janekbehrens.de.

Do I need Rovo?
Only for the AI features. The Priority Scoring agent needs Atlassian Rovo on your site. Scoring, the ranking, Board Health, the portfolio view and the gadgets work without it.
Can I change how scores are calculated?
The app uses the standard RICE, WSJF and ICE formulas. Jira admins can weight every dimension except Effort and Job Size (×1 to ×5) and set the color thresholds per framework.
Which Jira version do I need?
Priority Scoring needs Jira Cloud. It is a Forge app and runs on Atlassian's infrastructure. There is no Data Center or Server version.
Does any Jira data leave Atlassian's infrastructure?
No. The app runs on Atlassian Forge. When you use the Rovo agent, Atlassian's Rovo platform processes the issue data, not an external server. Details in the Trust Center.

Stop guessing. Start scoring.

Start with the free trial on the Marketplace.