Token Poker
AI-enhanced planning poker for sprint teams
What this is
Sprint planning poker tool that adds AI-token-usage estimates alongside story points for teams building AI features.
Our one-line summary — not the founder’s tagline.
- How it works
- Teams vote on story points and forecast expected AI token consumption in the same planning session
- What's different
- Targets teams building LLM-based features where token cost affects planning
- Best for
- Software teams building AI-powered products who need to plan both effort and AI cost
What we measured
Nobody else publishes this — it comes from knocking on the door every day.
- Watched by us
- 4 days
- Last checked
- 4d ago
The numbersIs it still shipping, is it overpriced, where did it land — and what the price is built from.
League price & chart
No money. No seat. It goes on your record — and in 28 days reality settles it.
Calls are closed while we rebuild accounts. You can still read every one of them.
Productivity. Launched 4d ago on PeerPush, where it placed #351. Today, it's live, but nothing on the site has changed since we started watching.
Quiet for 4 days — no penalty yet, but quiet doesn't stay free.
We check this site every day, ourselves. A founder can post “still working on it” — a claim like that doesn't price. What we price is what we can verify from the outside: evidence, not announcements. The real question isn't “will this be huge?” — it's “will they still be moving in four weeks?”
The market viewHow this launch is priced and ranked in our league — the investor side of the page.
ranked by the reality anchor, not the market price
It placed #351 on PeerPush with 3 votes.
No matter how much money goes in. There is no pump here — you can't make yourself right by buying more. The line only moves on things that actually happened: an award, revenue that grew, a new platform, code that shipped — or silence.
A launch that goes quiet eases down a little at a time — never a cliff you could have run from the night before.
How the launch is moving on its own board, day by day — the crowd's attention.
A flat line is normal: votes stop within a day or two of launch, on every board. What's unusual — and what actually counts — is a launch that keeps pulling votes long after its day is over.
About
Token Poker is a sprint planning tool for modern software teams that need to estimate more than just effort. Instead of only voting on story points, teams can also estimate the expected AI token usage for each task in the same shared planning room. This makes it especially useful for teams building AI-powered products, LLM features, agents, copilots, chatbots, or automation workflows where token consumption directly affects cost, scalability, and technical planning. With Token Poker, a team can discuss a user story, vote on its complexity, and at the same time forecast how many AI tokens the implementation or runtime behavior may require. This helps product managers, developers, and technical leads align early on both delivery effort and AI resource impact. The goal is to bring classic agile estimation into the AI era. Traditional sprint poker works well for understanding development complexity, but AI-driven applications introduce a new planning dimension: model usage, token costs, prompt size, context length, inference frequency, and expected user volume. Token Poker combines these concerns in one lightweight workflow, so teams can make better planning decisions before implementation starts. It helps teams answer questions like: * How complex is this story from a development perspective? * How much AI usage might this feature generate? * Which stories may become expensive to run at scale? * Are we underestimating the operational cost of an AI feature? * Should we simplify the prompt, reduce context, or rethink the architecture? By estimating story points and token usage side by side, Token Poker gives teams a clearer view of both engineering effort and AI resource demand. This makes sprint planning more transparent, more practical, and better suited for products where AI is part of the core system.
Where it launched
1 platform| Platform | Votes | Counts toward price | Link |
|---|---|---|---|
| PeerPush | 3 | sets the price | ↗ |
The board it did best on sets the price. Every other board only adds to it if the launch also placed high on that board too — because just showing up somewhere isn't an achievement. Listing on twelve directories is free; placing well on them isn't.
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