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Token Poker blog
Planning poker and AI estimation
Practical writing on story points, AI token estimation, and planning for teams that build with AI coding tools. New scheduled guides are added here automatically once their publish date arrives.
Latest articles
Sorted newest to oldest. Showing 9 of 11 published posts.
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July 21, 2026
GuideToken estimation for product managers
How product managers can use token estimates as a planning signal without turning them into hard cost promises.
Read articleJuly 17, 2026
GuideAI backlog refinement for software teams
A practical backlog refinement workflow for teams that use AI coding tools.
Read articleJuly 14, 2026
GuidePlanning poker vs AI estimation
How planning poker and AI token estimation answer different questions in sprint planning.
Read articleJuly 12, 2026
GuideAI coding cost estimator
Estimate directional AI coding token usage and cost before sprint work starts.
Read articleJuly 10, 2026
GuideHow to estimate AI token usage before coding
A lightweight way to discuss likely AI token usage while sizing engineering work.
Read articleJuly 7, 2026
GuideAI sprint planning checklist
A practical checklist for adding AI token estimates to sprint planning without replacing story points.
Read articleJune 29, 2026
How to run your first AI-aware planning session
A step-by-step guide to running a planning poker session that estimates story points and AI token usage together, from setup to a shared sprint plan.
Read articleJune 27, 2026
AI token estimation tiers explained
A practical token estimation deck for planning poker: five tiers your team can vote on, what each one means, and how to anchor them to real tickets.
Read articleJune 26, 2026
Best planning poker tools for AI teams
What to look for in a planning poker tool when your team builds with AI coding tools — and how token estimation changes the requirements.
Read article