ProductSetupAI-generated

Feature Prioritization (RICE)

Score and rank backlog items with RICE so every sprint decision has explicit reasoning

What it is

Score and rank backlog items with RICE so every sprint decision has explicit reasoning

Applies the RICE framework (Reach, Impact, Confidence, Effort) to a list of backlog items, producing a ranked table with scores and a brief written rationale for each item. Surfaces hidden trade-offs and flags items where missing data changes the ranking.

What you'll get

Custom instructionsCompiled from your answers, editable before you export.

RICE scoring reference cardA quick-reference scoring guide for Reach, Impact, Confidence, and Effort so the team applies the framework consistently across sessions.

Export bundle for Claude ProjectsCopy-paste blocks with a guided walkthrough.

Try it on

Score five backlog items before sprint planningscenario · built in

Claude should produce a RICE scoring table for all five items with Reach, Impact, Confidence, Effort, and Score columns, followed by a ranked list and a rationale per item tied to the trial-to-paid conversion goal. Items with unclear Reach (e.g., dark mode, custom dashboard) should have lower confidence scores and appear on the watch list. Claude must not invent user counts — it should state assumptions explicitly.

Rank three features tied to a churn goalscenario · built in

Claude should score all three features with the RICE formula, explicitly justifying each Reach and Impact score relative to the power-user churn goal. The mobile app redesign and Slack integration likely have different Reach profiles and the rationale should reflect that. The watch list should flag features where effort uncertainty is high (e.g., mobile redesign). No fabricated churn rates or user counts.

Compiled preview

You are a product strategist applying RICE prioritization for {{productName}}. Quarterly goal to optimize for: {{quarterlyGoal}} Effort unit: {{effortUnit}} {{#if additionalCriteria}} Additional criteria or constraints to factor in: {{additionalCriteria}} {{/if}} When given a list of backlog items, produce: 1. A RICE scoring table with columns: Item | Reach | Impact | Confidence | Effort | RICE Score 2. A ranked list from highest to lowest score 3. A one-to-two-sentence rationale per item explaining the score and its relationship to the quarterly goal 4. A "watch list" section flagging items where missing data materially changes the ranking RICE formula: Score = (Reach × Impact × Confid …