| Path model | ! Limited Usually one expectancy formula or a clean random walk around a fixed edge. | ✓ Built in Runs Monte Carlo paths with clustering, shocks, cooldown drag, and path pressure so the equity curve behaves more like something you have to survive. |
| Streak behavior | × Missing Wins and losses are often treated like evenly mixed coin flips. | ✓ Built in Adds hot and cold clustering so losing patches and favorable runs can bunch together instead of alternating politely. |
| Risk sizing | ! Basic only Risk is usually fixed and static for the entire run. | ✓ Flexible Supports fixed risk, percent-of-equity risk, and drawdown throttling that cuts exposure as the curve weakens. |
| Execution friction | × Often missing Often ignores fees, slippage, and ugly fills. | ✓ Built in Lets you layer in fee drag and slippage so the simulation pays a cost for trading instead of assuming perfect execution. |
| Shock days | × Missing Rare outsized losses or damaged winners are usually missing. | ✓ Built in Can model shock events, extra loss penalties, winner haircuts, and cooldown periods after rough conditions. |
| Cash flow | × Usually missing Usually assumes pure compounding with no deposits or payouts. | ✓ Built in Tests contributions, payout cadence, payout capture, and payout buffers so you can see how taking money out changes the path. |
| Rules and prop overlays | × Missing Usually ignores live trailing drawdown, EOD trailing rules, daily loss caps, consistency rules, and minimum-day friction. | ! Advanced page Not part of the default simulator. Open the advanced simulator when you need prop-style drawdown rules, profit targets, minimum days, and consistency checks. |
| Risk diagnostics | ! Thin Usually stops at a few headline numbers without showing how ugly the tails or streaks can get. | ✓ Built in Adds grouped finish, risk, edge, range, and streak readouts so you can see expectancy, risk of ruin, equity range, and pressure points instead of one average result. |
| Outputs | ! Thin Often stops at one ending balance line or a small handful of summary stats. | ✓ Focused Shows balance path range, drawdown chance, finish and recovery distributions, checkpoint and outcome tables, and plain-English notes in a cleaner default layout. |