Jira Cloud · Forge-native · Rovo AI

Score your backlog,
ship the right things

Q: Which Jira version do I need?

Priority Scoring requires Jira Cloud. It is Forge-native and runs entirely on Atlassian's infrastructure — no Data Center or Server support.

Automatically rank Jira issues with RICE, WSJF, or ICE — or your own formula. Built-in Rovo AI triages your entire backlog on command.

Try it free → View Documentation

Free trial · RICE, WSJF, ICE + custom formulas · Rovo AI agent included

Scoring frameworks

Pick a framework — or define your own

RICE

RICE Score

Reach · Impact · Confidence · Effort

Balances customer reach and impact against confidence and effort. Best for product teams prioritizing feature work across a large user base.

(Reach × Impact × Confidence) ÷ Effort

WSJF

WSJF Score

Weighted Shortest Job First

Prioritizes items with the highest cost of delay relative to job size. Preferred by SAFe teams and engineering-led organizations.

Cost of Delay ÷ Job Duration

ICE

ICE Score

Impact · Confidence · Ease

Lightweight and fast. Great for growth teams, experiments, and quick prioritization without heavy data requirements.

Impact × Confidence × Ease

Also included

Custom weighted formula — define your own scoring fields
Bulk score application across sprints or epics
Score history — track how priorities shift over time
Rovo AI agent explains every score it sets
JQL-compatible score fields for search and filtering
Works on Jira issues, epics, and subtasks

On every issue

Scores live directly on your Jira issues

Priority Scoring adds custom fields to your issue detail panel — no tab-switching, no spreadsheets. ICE, RICE, and WSJF scores appear side-by-side, each with a visual progress bar and numeric value.

Multiple frameworks visible in parallel on the same issue
Score bar + numeric value — glanceable during sprint planning
Expandable audit trail logs every score change and its source
Works in List view, Board, and Backlog

RICE, WSJF and ICE priority scores on a Jira issue detail panel

Rovo AI Agent

Triage your entire backlog — on command

The built-in Rovo AI agent reads your backlog, evaluates each issue against your chosen framework, and bulk-applies scores. Ask it in plain language: "Score all unestimated issues in this sprint."

Explains every score it sets, in plain language
Bulk-scores sprints, epics, or the full backlog
Respects your custom formula and field definitions
Runs inside Atlassian — your data never leaves

Setup

Up and running in 3 steps

Install & Choose Framework

Pick RICE, WSJF, ICE, or define a custom formula in the app settings.

Score Issues

Score manually issue-by-issue, or let the Rovo AI agent triage your backlog in bulk.

Prioritize with Confidence

Sort your backlog by score. Ship the highest-value work first — every sprint.

Portfolio health overview across multiple Jira projects

Portfolio view

Health across all your projects — at a glance

The Portfolio tab aggregates backlog health across every Jira project on your site. Spot which teams have stale, unscored, or overdue issues without clicking through every board.

Health score (0–100) per project — Poor / Fair / Good+ / Excellent
Unscored issue count highlighted for instant identification
One-click "Check" re-analyses any project on demand
Filter by grade to focus on the projects that need attention

FAQ

Common questions

The Rovo AI agent requires an active Atlassian Rovo license on your site. The scoring framework features (RICE, WSJF, ICE, custom) work fully without Rovo — the AI is an optional enhancement on top.

Yes. Beyond RICE, WSJF and ICE you can define your own weighted formula using any combination of custom fields. Name the fields, set the weights, and the app calculates scores automatically.

Priority Scoring requires Jira Cloud. It is Forge-native and runs entirely on Atlassian's infrastructure — no Data Center or Server support.

No. The app is Forge-native and runs entirely within Atlassian's infrastructure. When using the Rovo AI agent, issue data is processed by Atlassian's Rovo platform — not by external servers. See the Trust Center.

Score your backlog,ship the right things