What should go into the next sprint?
Pull from quick wins first, then add one strategic bet if capacity allows. Avoid high-risk work unless it unlocks a critical product assumption.
Free product planning tool
Feature Prioritization Matrix
Score the features competing for your roadmap by impact, confidence, effort, and risk. Get a priority matrix, next sprint recommendations, and exports you can paste into planning docs.
ICE
scoring
4
signals
0
logins
Top score
117
Fill-in
Sprint picks
2
7 effort
Quick wins
2
ready first
Priority ranking
Score = impact times confidence, divided by effort plus risk.
1
Better empty states
New accounts
Use as polish or backlog filler after higher-value work is committed.
117 pts
Fill-in
2
Failed payment recovery emails
Paying customers
Pull into the next sprint and keep scope tight.
112 pts
Quick win
3
Personalized onboarding checklist
New trial users
Pull into the next sprint and keep scope tight.
103 pts
Quick win
4
Team roles and permissions
Growing teams
Defer until impact, confidence, or risk changes materially.
28 pts
Defer or cut
5
AI weekly insight reports
Power users
Defer until impact, confidence, or risk changes materially.
23 pts
Defer or cut
Quick win
High value, low difficulty.
Failed payment recovery emails
Personalized onboarding checklist
Strategic bet
High value, high difficulty.
No features here
Fill-in
Lower value, low difficulty.
Better empty states
Defer or cut
Lower value, high difficulty.
Team roles and permissions
AI weekly insight reports
Next sprint recommendations
A focused shortlist from the highest-scoring features.
1
Failed payment recovery emails
Pull into the next sprint and keep scope tight.
E3
2
Personalized onboarding checklist
Pull into the next sprint and keep scope tight.
E4
Planning note
Keep the sprint honest before work starts.
The roadmap is balanced enough for a focused sprint plan. Backup fill-in: Better empty states.
How should effort and risk be scored?
Effort is the delivery cost for design, engineering, QA, and rollout. Risk is uncertainty from dependencies, migrations, trust, scope creep, or unclear user value.
Can this replace product judgment?
No. It makes tradeoffs visible. Use the score to structure the conversation, then adjust for strategy, commitments, and customer evidence.
Related free tool
SaaS Launch Checklist
Turn the selected sprint features into a launch checklist for analytics, onboarding, support, SEO, and distribution.
Related free tool
Churn Impact Calculator
Prioritize retention work by modeling the revenue lost to churn and the fixes most likely to protect MRR.
Related free tool
MRR Calculator
Check whether the roadmap bets match the revenue model for pricing, churn, conversion, and expansion.
Ship the features that move the product.
Zero To Shipped gives you the starter kit and launch systems to turn the right roadmap choices into production software.