AI Planning Poker for Story Points and Token Estimates
Token Poker helps software teams estimate effort and expected AI token usage in the same sprint poker room before work starts.
Free to use · No account required · Create a room instantly via shared link
What it does
Two estimates for every ticket
Keep story points. Add an AI token forecast. Same poker room.
Story points
Effort, complexity, risk
The classic signal your team already trusts — kept exactly as it is.
AI tokens
Forecast model usage
A rough read on prompting, context, and model usage, so costly tickets surface early.
How it works
From backlog to estimate in three steps
Create a room
Spin up a shared room and drop the link into your team chat.
Vote twice
Each ticket gets a story-point and a token estimate, privately.
Reveal the gaps
See at once whether disagreement is about effort, tokens, or both.
Next level scrum poker
Estimate the ticket.
Estimate the token burn.
Leave planning with a shared view of effort and AI cost — not a hidden assumption in someone's head.
Create a free roomKeep your ritual
Story-point alignment stays exactly as it is.
Add cost awareness
Spot tickets that are cheap to build but token-heavy.
Reuse the data
Token estimates feed budgets and automation later.
FAQ
Planning poker, answered
What is Token Poker?
AI-aware planning poker. Estimate story points and expected AI token usage in one shared sprint poker room.
Who is it for?
Agile software teams, scrum masters, and tech leads shipping with AI coding tools.
How is it different?
Classic planning poker estimates effort. Token Poker adds a second vote for likely AI token usage.
Why estimate tokens?
AI-assisted development adds model usage, context size, prompting, review effort, and cost as planning variables. Token estimates help teams discuss these before implementation starts.
Is Token Poker free?
Yes. Token Poker is free to use with no account required. Create a room, share the link with your team, and start estimating story points and token usage.
About & contact
An independent side project for AI-era sprint planning
Token Poker started as a sprint poker joke and became a genuinely useful way to talk about effort, spend, and uncertainty in one round. Ideas and feedback are always welcome.
What is Token Poker?
Planning poker for AI-assisted software teams
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 built for agile teams, scrum masters, tech leads, and developers using AI coding tools such as Cursor, Claude Code, GitHub Copilot, or ChatGPT.
Token Poker is free to use with no account required. Rooms are created instantly via shared link, so teams can run a planning session without setup.
Public mention
Token Poker is already part of the AI planning conversation.
People are already discussing Token Poker as a way to bring token estimates into sprint planning.