TokenPoker
Planning poker for AI teams
Planning poker for AI teams
Planning poker for AI teams
Planning poker for teams using AI coding tools
Token Poker is AI-aware planning poker for software teams. Estimate story points and expected AI token usage in the same sprint poker room.
It is the same planning poker ritual your team already runs, with a second estimate that makes AI cost and complexity visible before the work starts.
Built for AI-driven software teams
Token Poker is for agile software teams, product teams, engineering teams, scrum masters, and tech leads who use AI coding tools in sprint planning and backlog refinement. If AI is part of how your team ships, your planning should account for it.
Keep story point estimation
Classic story-point alignment stays intact, so the team still discusses scope, risk, and implementation weight together.
Add token cost estimation
A second estimate for likely AI token usage gives each ticket an early cost signal before implementation starts.
Reveal the gaps that matter
When estimates diverge, the team immediately sees whether the disagreement is about effort, model usage, or both.
How a planning round works
Create a shared planning poker room and drop the link into Slack, Teams, or wherever your team coordinates. For each ticket, everyone votes on a story-point estimate and a token estimate. On reveal, both are shown at once, so the team can talk through delivery complexity and AI consumption in the same conversation.
The result is a sprint planning session that shows not only how hard a task is, but also how expensive or AI-heavy it may become — and planning data that stays useful for budgets, tooling decisions, and future automation.
From planning to backlog insight
The token estimates you capture are not just a meeting artifact. They become inputs for prioritization, AI budget forecasting, and deciding which workflows are worth automating next. Planning guesses turn into a reusable signal about where AI cost concentrates in your backlog.
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Run planning poker built for AI teams
Estimate story points and expected AI token usage in one shared room. Free to create, no login required.
Create a planning room