Start with people
Understand a real need before choosing a solution.
A practical guide for AI-era product teams
Make the next
good thing.
A clear path from the first user problem to a product you can trust in the world. Use AI to move faster. Keep the judgment human.
Eight phases. Real checkpoints. Room to adapt.
THE APPROACH01 / 03
A roadmap is a
living decision.
Start with evidence, make the smallest useful thing, then learn from people using it. AI can support each step—from research synthesis to code review—but the team stays accountable for what ships.
Move through the phases in order when the work is new. Revisit them whenever evidence, risk, or user needs change.
Ship a whole outcome
Make one important journey work end to end.
Build trust in
Quality, accessibility, and security are daily work.
THE ROADMAP02 / 03
FROM SIGNAL TO SCALE
Eight phases.
One useful outcome.
Your progress0 of 26 complete
✳ Security, accessibility, and human review belong in every phase—not just the final check.
THE FIELD GUIDE03 / 03
AI DRIVEN DEVELOPMENT
Good tools for
the work ahead.
Only the AI Driven Development bookmarks, arranged in roadmap order from ideation and planning through execution, release, and iteration. Filter by step, resource type, or keyword.
113AI development
bookmarks / 1 folder
bookmarks / 1 folder
KEEP THE CONTEXT CLOSE
Explore docs Plans, notes, and source material.
Open the docs area for the phase plan, bookmark inventory, and AI-focused resource map.