Skip to content
TextBusiness & StrategyGPTClaudeGemini

Feature Prioritization with RICE Scoring

Prioritize product features using the RICE framework (Reach, Impact, Confidence, Effort). Get a ranked backlog with clear justifications.

Prompt AgentExpert
February 7, 2026
6350
Workshop · 3 variables

I need to prioritize the following product features using the RICE scoring framework.

Features to evaluate:

Product context: Target users:

For each feature, score:

  • Reach — How many users will this affect per quarter? (estimate a number)
  • Impact — How much will it move the needle? (3=massive, 2=high, 1=medium, 0.5=low, 0.25=minimal)
  • Confidence — How confident are you in these estimates? (100%=high, 80%=medium, 50%=low)
  • Effort — Person-months to implement (lower = better)

Calculate: RICE Score = (Reach x Impact x Confidence) / Effort

Present results as:

  1. A ranked table with all scores
  2. A "quick wins" section (high score, low effort)
  3. A "big bets" section (high impact but high effort)
  4. Features you'd recommend cutting or deferring, with reasoning
~209 tokens · 836 chars

Fill the variables

List of features to prioritize

Product description and current stage

Target user segments

Results

What it actually produced

Tags
Discussion

What people are saying