Journal · Feature Prioritization

Notes from a team building feedback on autopilot.

Frameworks and rituals for deciding what to build next, beyond the loudest customer or the squeakiest wheel.

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How to Prioritize Feature Requests With AI Without Handing Over Your Roadmap
Feature PrioritizationMay 28, 20267 min

How to Prioritize Feature Requests With AI Without Handing Over Your Roadmap

Learn how to prioritize feature requests with AI using RICE, value-effort, and governance guardrails. Use AI for structure and speed, while keeping roadmap decisions with your team.

anna
More in Feature Prioritization
Feature Prioritization Matrix in 2026: Still Useful if You Redesign It
Feature PrioritizationMay 27, 202610 min

Feature Prioritization Matrix in 2026: Still Useful if You Redesign It

A feature prioritization matrix still works in 2026, but only with updated inputs like outcome lift, eligible reach, run cost, and governance gates for better roadmap decisions.

By anna
Strategic Feature Prioritization: A Practical System for Confident, Aligned Roadmaps
Feature PrioritizationAug 23, 20254 min

Strategic Feature Prioritization: A Practical System for Confident, Aligned Roadmaps

A practical system for feature prioritization: gather the right inputs, mix RICE and MoSCoW with a value vs effort view, align stakeholders, and iterate quarterly for a calm, focused roadmap.

By lauren