Free RICE Calculator
Prioritize product features using the RICE framework. Score Reach, Impact, Confidence, and Effort to decide what delivers the highest value.
What is the RICE Prioritization Model?
RICE is a popular product prioritization framework created by Intercom. It helps product managers, startups, and SaaS teams evaluate opportunities objectively by considering potential reach, expected impact, confidence in estimates, and the effort required to deliver the work.
RICE Score = (Reach × Impact × Confidence) ÷ Effort
Each initiative is scored using four factors:
- Reach — how many users will be affected
- Impact — how much value it creates for each user
- Confidence — how certain you are about the estimates
- Effort — total implementation cost or team time required
Compared to simpler frameworks like ICE, RICE provides more structure by accounting for audience size and implementation effort. This makes it especially useful for scaling SaaS products and data-driven product teams.
When Should You Use RICE?
RICE works best when your team has access to user data, analytics, or reasonable estimates about feature adoption. It is commonly used for:
- Feature prioritization
- Product roadmap planning
- Growth experiments
- Customer-request evaluation
- SaaS product management
RICE vs ICE
Both frameworks help prioritize ideas, but they are designed for different situations.
| Framework | Best For | Complexity |
|---|---|---|
| ICE | Quick prioritization with limited data | Simple |
| RICE | Data-driven product planning | Moderate |
Looking for a complete product feedback and prioritization workflow?
Suggix helps teams collect customer feedback, vote on feature requests, prioritize ideas using frameworks like RICE and ICE, build public roadmaps, and publish changelogs from one place.
Many product teams use RICE after collecting feature requests from users, making prioritization more transparent and data-driven.
👉 Prefer a simpler framework?Try the ICE Calculator
RICE Calculator FAQ
Everything you need to know about RICE prioritization.
RICE is a prioritization framework that evaluates ideas using Reach, Impact, Confidence, and Effort.
RICE Score = (Reach × Impact × Confidence) ÷ Effort.
Reach estimates how many users will be affected by a feature or initiative during a given time period.
Impact measures how much value each affected user receives from the feature.
Confidence reflects how certain you are about your Reach and Impact estimates.
Effort represents the amount of work required, often measured in person-months or team weeks.
Use RICE when you have user data or reliable estimates. ICE is better for quick prioritization when data is limited.
There is no universal benchmark. RICE is mainly used to compare initiatives relative to one another.
The RICE prioritization framework was originally developed by Intercom.
Yes. RICE is widely used by SaaS companies to prioritize features, experiments, and roadmap initiatives.
Build what users love, together
Collect feedback, prioritize features, and keep your roadmap aligned with what actually matters.
No credit card required · 14-day free trial · Setup in minutes