Feature prioritization with RICE
OfficialOfficial · updated Nov 4, 2026 · v1.0.1
Scores a backlog with RICE or ICE, shows the math per item, tests sensitivity, recommends a cut line for capacity, and flags dependencies.
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When to use it
- You have more feature requests than capacity and need to decide what goes first
- Stakeholders disagree on priorities and need a shared, visible method
What you give it
- Backlog or feature list
- Reach, impact, confidence, and effort estimates
- Team capacity (optional)
What you get
A scored ranking table with the math shown, a cut line, sensitivity notes, dependencies, and a build/not-now recommendation.
Changelog
- v1.0.1 · Nov 4, 2026 · Example: every item in the top 5 (all four here) now has a sensitivity line, adding read-only seat and SSO; the input now names the quarter and where the reminders' reach and the read-only seat's reach come from, as the ranking tags them.
- v1.0.0 · Nov 4, 2026 · First release.
Sources
- RICE: Simple prioritization for product managers (Intercom) (2026-11-04)
- ICE Scoring | Glossary | ProdPad (2026-11-04)
Related skills
- Roadmap update for stakeholders Writes a Now/Next/Later roadmap update: what moved and why, outcomes not just features, dated commitments apart, what we're not doing, and asks.
- PRD from messy notes Turns notes, Slack threads, and call notes into a PRD: problem with evidence, goals and non-goals, metrics, must/should/could requirements, and flagged gaps.
- Quarterly planning pack Builds a quarterly plan: last quarter's review, real capacity, a ranked priority list with a cut line, dependencies, risks, and commitments vs stretch.
- Decision memo Writes a short narrative decision memo: recommendation first, context, options with trade-offs, risks, and the ask with a decider and deadline.