prioritize-features

Score each feature on impact, effort, risk, and strategic alignment with your product goals, then rank them. Frameworks like ICE (Impact × Confidence × Ease) or RICE (adding Reach) provide structured scoring, and the output is a top-5 ranked list with rationale.

ICE scores features on Impact, Confidence, and Ease, making it fast for small teams. RICE adds Reach as a separate factor quantifying how many customers are affected, which suits larger teams with usage data.

Opportunity Score, from Dan Olsen's Lean Product Playbook, equals importance multiplied by one minus satisfaction, normalized to 0-1. High importance with low satisfaction signals the best customer problems to solve, prioritizing problems over solutions.

Yes, you can provide a spreadsheet, backlog export, or opportunity assessment file directly. The Skill reads and analyzes the file contents, then applies the scoring dimensions to rank the features.

Scoring frameworks are less reliable when you lack customer data to estimate impact, or when a single strategic bet overrides incremental scoring. In those cases, use qualitative judgment anchored to product vision instead.