AI Strategy Lab: compare paper bankroll returns, not just prediction accuracy
AI Strategy Lab is a Casino Pro paper-simulation workspace. Starting a comparison creates five policy sessions with the same virtual starting balance and a chosen 30-round or 30-minute horizon. Each session follows future results and reports its net return as a percentage of the original balance. It does not place real bets or move money.
Why accuracy and bankroll return are different
A broad-bin forecast may correctly identify a group containing several possible bet choices. The stakes, supported outcome choices and settlement multipliers determine the eventual financial result, so a model's bin accuracy cannot be copied directly into a profitability percentage. Strategy Lab makes those additional decisions explicit in a paper record.
The headline return uses the original starting balance. If a session starts with 1,000 virtual units and ends with 1,050 after fully priced decisions, that is a 5% return on its starting balance. ROI on turnover uses a different denominator: all units staked. Drawdown measures declines from an earlier balance peak. Read the three measures separately.
Your sessions, your comparisons
Each signed-in Pro user has private sessions and virtual balances. Another visitor starting a comparison does not replace yours or change the balance you are following. Your saved decisions and settlement history remain available in your account. Choose a starting balance and duration, then start a comparison when you are ready; simply viewing the page does not begin one.
The comparison follows new rounds from its starting point, giving the five policies the same session to work with. Closing the browser does not automatically cancel an active session. Return later to review its progress, compare saved sessions or stop it explicitly. If no session slots are available, wait for an active comparison to finish before starting another.
Read the settlement evidence
Strict mode uses supported, verified settlement rules. If a return cannot be determined from the available source information, it stays unresolved rather than becoming an invented profit. A separately labeled assumption scenario uses its stated multiplier interpretation and requires acknowledgement before it starts.
The session shows source rounds, bet and no-bet rounds, priced decisions and any unresolved records. A complete return is withheld when the evidence is incomplete or invalidated by a correction. This gives the percentage a defined meaning. The result describes the chosen virtual policy over that session; it is not a personal casino account balance, a winning probability or a promise about the next session.
Common questions
Can Strategy Lab place bets for me?
No. It is a paper comparison using virtual units and recorded source results. CasinoForecasts does not connect it to a casino wallet, submit real wagers or transfer funds. Any real-play decisions remain outside these sessions.