ProductLift Prioritization
A feature prioritization tool that keeps the why beside the score
Rank feature requests with customer demand, revenue, product strategy and effort in view. Then move the winners to your roadmap without rebuilding the decision somewhere else.
| Request | Impact | Confidence | Ease | Score |
|---|---|---|---|---|
Bulk CSV export 128 voters · 14 accounts |
8 | 9 | 4 | 288 |
Dark mode 214 voters · mostly free plan |
5 | 8 | 8 | 320 |
Enterprise SSO 36 voters · 71% enterprise |
9 | 7 | 3 | 189 |
Evidence before opinion
See everything that matters before you rank
Open a request and see who asked for it, which companies voted, how much revenue is represented and what your team already learned.
- ✓Demand: votes and merged duplicates remain attached to the original request.
- ✓Customers: inspect companies, plans, segments, MRR and LTV instead of treating every vote equally.
- ✓Context: keep custom fields, linked posts and private team comments on the same item.
Bulk CSV export
Customers need to export filtered feedback for quarterly planning and board reporting.
Voters
128
Companies
14
Enterprise
71%
MRR
$4,820
A shared scoring language
Use a proven framework or build your own
Switch frameworks without rebuilding the backlog. Each model keeps its ordered criteria, scores, source and decision rationale attached to the request.
RICE
Reach, Impact, Confidence and Effort for decisions with measurable reach.
Explore RICEICE
Impact, Confidence and Ease for faster scoring when reach is uncertain.
Explore ICEImpact/Effort
Plot value against delivery cost to expose quick wins and costly bets.
Explore Impact/EffortWSJF
Balance cost of delay against job size when timing changes the economics.
Explore WSJFMoSCoW
Set release scope with Must, Should, Could and Won't categories.
Explore MoSCoWKano
Classify features by how they affect customer satisfaction.
Explore KanoWeighted scoring
Combine several criteria with explicit percentage weights.
Explore Weighted scoringCustom scoring models
Create multiple models with unlimited criteria, directions and weights.
Explore Custom scoring modelsNeed help choosing? Read the framework comparison.
AI prioritization
Let AI prepare the first pass
ProductLift uses your product vision and the request context to suggest priorities. You see the reasoning, review the inputs and keep control of the final order.
Start with context. Define the target group, customer need and business direction that should shape the backlog.
Review the draft. Treat suggested values as a starting point for the team, not an invisible decision.
Revisit when strategy changes. Keep the product vision current and review priorities against the new direction.
Product vision
Help SaaS teams turn customer evidence into a roadmap they can explain.
Draft Prioritization factors
Needs reviewBulk CSV export
8 · 9 · 4Repeated request with clear customer evidence
Dark mode
5 · 8 · 8Broad demand and a smaller delivery path
Enterprise SSO
9 · 7 · 3High impact for a narrow enterprise segment
More than a sorted list
Compare the backlog visually
A score tells you the order. A matrix shows the tradeoff. See which requests combine high impact with low effort, and where a large score still hides a risky bet.
- ✓Choose the X-axis, Y-axis, bubble size and color.
- ✓Compare up to twenty selected ideas with every variable visible.
- ✓Drag continuous scores during a review and keep the same requests as the backlog view.
Prioritization visualization
Impact against Ease, bubble size shows Confidence
Team scoring and live workshops
Get independent judgment before the loudest voice takes over
A spreadsheet records numbers. ProductLift runs the decision process. Invite the right people, collect private input and expose disagreement before anyone changes the roadmap.
One controlled decision process
From private input to an approved team result
- 1Invite the people who should shape the decisionAdd participants, write the context once and send each person the same shortlist and criteria.
- 2Score independently before the group discussionParticipants can save a draft, add rationale and submit without copying the first opinion they hear.
- 3See consensus, disagreement and unfinished inputTrack progress, inspect individual scores and compare averages without treating a partial result as final.
- 4Run the final discussion liveMove disputed ideas together, record the tradeoff and apply the reviewed team result when everyone agrees.
Apply the reviewed team result to one idea or the complete shortlist. Scores, participants and decision rationale remain available for the next roadmap review.
Run your next prioritization sessionQ4 enterprise priorities
In reviewRICE · 4 ideas · 5 participants
Independent input
4 of 5Scores remain independent until the review starts.
Resolve differences live
Impact / EffortDecision rationale
SSO unlocks two enterprise renewals, so the team accepted the additional effort.
One request from signal to shipped
Turn a priority into delivery
Do not export a winner into a disconnected planning tool. Move the same request through roadmap, engineering and release while its history stays intact.
Collect
Customers submit and vote. Merge duplicates so demand accumulates on one request.
Prioritize
Review the evidence, score the request and discuss the tradeoffs with your team.
Plan
Move the winner to the roadmap and connect delivery work in Jira or Azure DevOps.
Close the loop
Publish the release and notify the customers who asked for it.
By far the most customizable of all the feedback tools. Developer is super responsive and support has been great. Highly recommend.
Chris R.ProductLift customerFAQ
Questions about ProductLift Prioritization
Which prioritization frameworks does ProductLift support?+
Does ProductLift prioritize with customer data?+
Does ProductLift use AI for prioritization?+
Can the product team score ideas together?+
What happens after a request is prioritized?+
Prioritization library
Choose a method, calculate a score, then apply it
This library connects every ProductLift prioritization guide, calculator, template, and product workflow. Start with the framework guide if you do not know which method fits your decision.
Start and compare
Pick the right route before committing to a scoring model.
RICE
Balance reach, impact, confidence, and effort.
ICE
Score ideas quickly with impact, confidence, and ease.
MoSCoW
Classify requirements by what a release must, should, could, or will not include.
Other methods and tools
Use a visual matrix or a specialized model when simple scoring is not enough.
Put the evidence beside every priority.
Rank requests, explain the decision and move the winner onto your roadmap in one connected workflow.