Quantify Product Priorities Using RICE

A practical guide to using the RICE framework for product prioritization.

Topics Covered

• What RICE is and when it works best
• How to avoid fake precision and score inflation
• A simple facilitation flow you can run in 15 minutes
• How to document the decision so it sticks

The RICE Formula

RICE = (Reach × Impact × Confidence) ÷ Effort

• Reach: How many users/customers affected (per quarter)?
• Impact: How much does it move the needle? (Scale: 0.25 = minimal, 3 = massive)
• Confidence: How sure are you? (Percentage: 50%, 80%, 100%)
• Effort: How many person-months of work?

Key Takeaway

RICE gives teams a neutral way to compare options without turning every decision into a political battle. The goal isn’t perfect numbers—it’s consistent reasoning.