The RICE Framework is a prioritization model developed by Intercom that scores product ideas and features using four factors: Reach (how many users will this affect?), Impact (how much will it move the needle?), Confidence (how sure are we about these estimates?), and Effort (how much work will it take?).
Why It Matters for Product Managers
Every product team has more ideas than capacity. RICE provides an objective, data-informed way to compare opportunities that might otherwise be evaluated on gut feeling or whoever argues loudest. By scoring each initiative consistently, PMs can have transparent prioritization discussions backed by a shared framework.
RICE is especially useful when stakeholders disagree on priorities. The framework forces teams to make their assumptions explicit and comparable.
How to Calculate a RICE Score
The formula is: RICE Score = (Reach x Impact x Confidence) / Effort. Reach is typically measured as the number of users affected per quarter. Impact is scored on a scale (e.g., 0.25 to 3). Confidence is expressed as a percentage. Effort is measured in person-months. Higher scores indicate higher-priority initiatives.
Practical Example
A PM evaluating three potential features would score each one: a search improvement (Reach: 10,000, Impact: 2, Confidence: 80%, Effort: 2) gets a RICE score of 8,000, while a niche integration (Reach: 500, Impact: 1, Confidence: 50%, Effort: 3) scores 83. The comparison makes the prioritization decision clear.
Related prompt: Feature Prioritization with RICE