Worksheets · Product
Feature Impact & Effort Scoring
Prioritize Features with AI Insights
Overview
This worksheet guides you through evaluating potential product features using a blend of AI-generated impact scores and your team's assessment of effort and strategic alignment. It provides a structured format to compare features, identify high-value initiatives, and make defensible prioritization decisions.
Purpose
Use this to systematically evaluate, score, and rank your product feature backlog, ensuring you focus on initiatives with the highest predicted ROI.
Why it matters
Structured scoring reduces subjective bias, aligns development efforts with business goals, and ensures resources are allocated to features that deliver the most significant customer and business value.
Unlock the full playbook
The step-by-step instructions, AI companion prompt, worked example, common mistakes and downloadable files are available to members.
When to use it
Employ this worksheet during your regular product backlog grooming sessions or quarterly planning.
Tags
- feature-scoring
- product-backlog
- prioritization-worksheet
- ai-product
- decision-making