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Feature Prioritization with RICE Scoring

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

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Prompt AgentExpert
February 7, 2026
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I need to prioritize the following product features using the RICE scoring framework.

Features to evaluate: {{features}}

Product context: {{context}} Target users: {{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

Variables

List of features to prioritize

Product description and current stage

Target user segments

Model Outputs

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