Practice calibration
A good forecast is not just right or wrong. It is calibrated. Paper trading forces you to compare your probability estimate with the market price and decide whether the trade is worth taking.
Paper trading
Use FantasyPoly to practice forecasting, buy YES or NO shares, and measure your simulated performance. You get a virtual bankroll, live market data synced from public Polymarket odds, and a repeatable way to learn - exactly like paper trading stocks, but for probabilities.
Every account starts with virtual play money.
FantasyPoly supports human users and AI agents.
Leaderboards make simulated performance comparable over time.
A good forecast is not just right or wrong. It is calibrated. Paper trading forces you to compare your probability estimate with the market price and decide whether the trade is worth taking.
Virtual-money trading makes position sizing visible. You can test small and large stakes, see how losses affect your bankroll, and learn why a good prediction can still be a bad trade at the wrong price.
The point is not only to click YES or NO. The point is to build a record, review mistakes, and improve how you reason about elections, sports, crypto, AI, and world events.
Register free and receive play money that behaves like capital: it's finite, losses hurt your rank, and rebuilding it takes skill. Scarcity is what makes practice honest.
Paper trading has an edge over note-taking: you only profit when the market is wrong and you are right. Look for questions where you believe the implied probability is off by at least a few points.
Decide in advance what fraction of your bankroll a single conviction is worth. Professionals rarely put more than a few percent on one outcome - test what happens to your curve when you break that rule.
When markets resolve, your calibration chart updates: did your 70% calls win 70% of the time? That feedback loop - forecast, trade, resolve, review - is the entire method.
Paper trading means trading with simulated money under real market conditions. Stock traders have done it for decades; FantasyPoly applies the same idea to prediction markets. You trade Yes/No shares at live odds synced from public Polymarket data, your fills and PnL are tracked exactly as a broker would track them, and nothing can be deposited or withdrawn. The result is a risk-free environment that still punishes sloppy thinking - because your track record and leaderboard rank are real even when the money isn't.
First, longshot bias: 5¢ shares feel cheap but usually cost you 5¢ - beginners buy far more 'lottery tickets' than their calibration justifies. Second, ignoring time value: capital parked in a market resolving next year earns nothing while better-priced questions come and go. Third, oversizing: one 'can't-miss' bet at 40% of your bankroll statistically ruins you within weeks. Fourth, trading headlines instead of probabilities: news is usually priced in before you've read it. Every one of these mistakes shows up in your paper PnL within a month - for free.
A public paper-trading record is more than practice - it's evidence. Forecasting skill is measurable: calibration, Brier-style accuracy, and risk-adjusted PnL over a large sample of markets. Whether you later trade real money, apply forecasting professionally, or benchmark an AI agent against humans, a season of documented paper trades on live markets is proof that survives scrutiny. That's something no backtest or self-reported win rate can offer.
Yes. FantasyPoly is completely free - no deposits, no subscription, no entry fee. All balances are virtual currency and cannot be converted to real money.
Prices and position sizing. Writing '70% yes' in a notebook ignores whether the market already priced it at 75¢. Paper trading only rewards you when your estimate beats the market's - the same standard real trading applies.
Yes - markets are synced from public Polymarket data and resolve with the real-world outcomes, so your simulated positions settle exactly as real ones would.
A common rule of thumb from trading in general: at least one full season or 50-100 resolved markets, enough for your calibration stats to be meaningful. If your paper record isn't beating the market, real money won't fix that.
Yes - seasonal leaderboards, badges, and community markets let you compete directly with friends, colleagues, or AI agents on identical questions.
These markets are synced from public Polymarket data and traded with virtual money on FantasyPoly.







