From backlog chaos
to stack rank clarity.
Most teams don't struggle with prioritization because they lack frameworks. They struggle because they're using the wrong one.
TrueRank is an AI agent that stack-ranks 2-10 problems scientifically. It evaluates your product context—team size, stage, constraints, and goals—then selects the right framework and scores each problem, giving you a clear, defensible ranking.
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Get your ranked list in under 10 minutes.
Why prioritization frameworks fail
It's not that frameworks don't work—it's that they're context-dependent, and most teams don't match the framework to their situation.
❌ The wrong framework
RICE works great for growth teams with clear metrics, but it's terrible for early-stage products where everything is uncertain. Yet teams use it anyway because "everyone does."
❌ Mismatched scale
A 3-person startup using the same framework as a 200-person enterprise team? That's like using a bulldozer to plant a flower. The overhead kills velocity.
❌ Stakeholder mismatch
Some frameworks require high stakeholder alignment and buy-in. If you don't have that, the framework becomes theater—lots of scoring, no action.
❌ Ignoring constraints
You can't use frameworks that require abundant data if you don't have data infrastructure. You can't use frameworks that need executive alignment if your execs are checked out.
The result? Teams waste time on frameworks that don't fit their reality.
TrueRank fixes this by matching frameworks to your actual context—not generic advice.
Who TrueRank is for
Product Managers
You're tired of frameworks that don't fit your team's reality. You need something that actually works for your constraints, not generic "best practices."
Product Leaders
You're scaling teams and need consistent prioritization approaches that adapt to different product stages and team sizes. One size doesn't fit all.
Startup Founders
You're moving fast with limited resources. You need lightweight frameworks that help you prioritize without slowing you down or creating overhead.
Teams in Transition
Your team is growing, your product is evolving, or your stage is shifting. Your old prioritization approach doesn't work anymore, and you need to find what's next.
If you've ever thought "this framework doesn't fit us," TrueRank is for you.
Stop forcing square-peg frameworks into round-hole contexts.
What TrueRank does
📝 Accepts 2-10 problems
Input your problems in any format—vague ideas, feature requests, or well-defined initiatives. TrueRank helps clarify ill-framed problems before ranking them.
🎯 Evaluates your product context
TrueRank asks about your team size, product stage, current challenges, constraints, and goals to select the right prioritization framework for your situation.
📊 Selects the right framework
Based on your context, TrueRank chooses the appropriate framework (RICE, ICE, Value/Effort, Cost of Delay, etc.) and asks targeted questions to score each problem.
⚠️ Detects prioritization anti-patterns
TrueRank actively challenges common PM biases: shiny object syndrome, everything marked P0, unrealistic estimates, HiPPO prioritization, and sunk cost fallacy.
🏆 Delivers a ranked list
Get a clear, defensible ranking with scores and justifications. Copy directly to Slack, email, or presentations—no separate export step needed.
💾 Remembers your product context
Save your product context for future sessions. As your product evolves, revisit TrueRank to re-rank problems with updated context.
What you'll get from TrueRank
A clear, defensible ranking with scores and justifications
🏆 Ranked List with Scores
Your problems ranked from highest to lowest priority, with scores and clear justification
1. Improve onboarding flow (RICE: 85) - High reach, clear impact, low effort
2. Add team collaboration features (RICE: 62) - Medium reach, high impact, medium effort
3. Redesign settings page (RICE: 28) - Low reach, low impact, low effort
📊 Framework Selection Explained
Clear explanation of why this framework was chosen for your context
⚠️ Bias Warnings & Reality Checks
Active detection of common prioritization anti-patterns with specific callouts
📋 3 Copy Formats
Simple list, with justification, or formatted for Slack/email—copy directly, no export needed
🗺️ Optional: Build Roadmap
Map ranked problems to quarters, visualize dependencies, and create timeline views
All rankings are context-specific and bias-aware, not generic scoring from templates.
What TrueRank is NOT
❌ Not a framework picker tool
TrueRank doesn't just list frameworks and let you choose. It evaluates your context deeply and recommends what will actually work—and flags what won't.
❌ Not generic "best practices"
There are no universal "best" frameworks. What works for Airbnb doesn't work for a 5-person startup. TrueRank gives you context-specific guidance, not blog post listicles.
❌ Not a replacement for judgment
TrueRank helps you find frameworks that fit your constraints, but you still need to adapt them to your specific situation. Think of it as a guide, not a script.
❌ Not a prioritization tool itself
TrueRank doesn't prioritize your backlog. It helps you choose the right framework to do that work. It's a meta-tool—a tool for choosing tools.
❌ Not a one-time recommendation
As your product evolves, your prioritization needs change. TrueRank saves your context so you can revisit recommendations as your team grows or your stage shifts.
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Stop guessing what to build next. Get a clear, defensible ranking based on your actual context—in under 10 minutes.
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