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Product Prioritization Frameworks

Every team eventually has more ideas than capacity. These are the frameworks product managers use to decide what to build next — each with an in-depth guide, a free calculator, and a definition. Start anywhere.

RICE

Score ideas by Reach, Impact, Confidence, and Effort to rank a backlog objectively.

ICE

A lighter-weight cousin of RICE using Impact, Confidence, and Ease for fast triage.

MoSCoW

Sort scope into Must, Should, Could, and Won’t to protect a release.

Kano Model

Classify features by how they move customer satisfaction — basic, performance, or delight.

WSJF

Weighted Shortest Job First sequences work by cost of delay over job size (SAFe).

Weighted Scoring

Build a custom scorecard with your own weighted criteria when no standard model fits.

Cost of Delay

Quantify what it costs to ship late, then use it to drive sequencing decisions.

Not sure which framework to use?

Read our guide to data-driven prioritization, or just start scoring — Planet Roadmap lets you apply RICE, ICE, weighted scoring, or your own model to every feature request and roadmap item.