RICE score benchmarks & prioritization calculator (2025)
Which features should you build first? Calculate RICE scores and prioritize your roadmap with data instead of opinions.
- 1.Estimate Reach
- 2.Score Impact
- 3.Set Confidence
- 4.Estimate Effort
- 5.Compare Scores
Key Takeaways
- →RICE = (Reach × Impact × Confidence %) ÷ Effort — higher score = higher priority
- →Scores >150 are high priority. 50-80 is low. <50 is backlog.
- →Impact scale: 3 (massive), 2 (high), 1 (medium), 0.5 (low), 0.25 (minimal)
- →Confidence must be honest: 50% for guesses, 80% for validated, 100% for certain
What is a RICE score?
RICE is a prioritization framework that helps product teams decide which features to build first. It scores initiatives based on Reach, Impact, Confidence, and Effort.
Formula: RICE Score = (Reach × Impact × Confidence %) ÷ Effort
Example: (1,000 users × 3 impact × 80% confidence) ÷ 5 effort = 480 RICE Score
The higher the score, the more valuable the feature relative to its cost. RICE helps teams overcome opinion-based roadmaps with data-driven prioritization.
RICE components explained
| Component | What It Measures | Scale |
|---|---|---|
| Reach | How many users affected per quarter | Actual number (100, 1,000, 10,000) |
| Impact | How much it improves the metric | 0.25 (minimal) to 3 (massive) |
| Confidence | How certain you are | 100% (high), 80% (medium), 50% (low) |
| Effort | Person-months to build | 0.5, 1, 2, 3+ months |
RICE score benchmarks
| Score Range | Priority | Recommendation |
|---|---|---|
| > 150 | High priority | Build now |
| 80-150 | Medium priority | Roadmap candidate |
| 50-80 | Low priority | Maybe later |
| < 50 | Backlog | Probably never |
Reality Check: Scores vary wildly by company. What matters is relative ranking, not absolute numbers.
Common RICE impact scale
| Impact Level | Score | Description |
|---|---|---|
| Massive | 3.0 | Significantly moves key metric |
| High | 2.0 | Notable improvement |
| Medium | 1.0 | Average impact |
| Low | 0.5 | Minor improvement |
| Minimal | 0.25 | Barely measurable |
Why RICE prioritization fails (top 5 reasons)
1. inconsistent scoring
Different people score Impact and Confidence differently. Calibrate as a team.
2. gaming the numbers
It's easy to inflate Reach or Impact to push pet projects. Be honest.
3. ignoring strategic bets
RICE favors incremental improvements. Some high-risk, high-reward bets score poorly but are worth doing.
4. confidence theater
Saying "80% confidence" when you have no data is meaningless. Low confidence should be 50% or lower.
5. effort under-estimation
Engineering reality: projects take 2-3x longer than estimated. Adjust accordingly.
RICE vs. other prioritization frameworks
| Framework | Best For | Complexity |
|---|---|---|
| RICE | Data-driven teams | Medium |
| ICE (Impact, Confidence, Effort) | Simpler RICE alternative | Low |
| MoSCoW | Stakeholder alignment | Low |
| Weighted Scoring | Multiple criteria | High |
| Value vs. Effort Matrix | Quick prioritization | Low |
How to use RICE effectively
| Best Practice | Why It Matters |
|---|---|
| Score as a team | Reduces individual bias |
| Define Impact clearly | What metric are you improving? |
| Use real Reach data | Don't guess — check analytics |
| Revisit quarterly | Scores change as context changes |
| Compare within categories | Don't compare infra vs. features |
Frequently Asked Questions
FAQ
What is a good RICE score?
Context-dependent. Compare features against each other, not against an absolute target. Higher = higher priority.
How do i calculate reach?
Number of users or transactions affected in a given time period (usually per quarter).
What's the difference between RICE and ice?
ICE removes Reach, simplifying to just Impact × Confidence ÷ Effort. RICE is more rigorous.
Should i use RICE for all decisions?
No. RICE is for feature prioritization, not strategic decisions like new markets or pivots.
How do i handle disagreements on scores?
Average team scores or discuss until alignment. The process matters as much as the number.
What if effort is unknown?
Use a rough estimate and flag it. You can refine effort after technical discovery.
Is RICE better than gut feel?
For most teams, yes. It exposes assumptions and creates a shared language for prioritization.
Can i modify RICE for my team?
Absolutely. Many teams add factors like strategic alignment or risk. Just be consistent.