| 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. |
| Rule pressure | × Usually missing Usually ignores live trailing drawdown, EOD trailing rules, daily loss caps, consistency rules, and minimum-day friction. | ✓ Core layer The prop simulator is built around rule pressure first, with live trailing, EOD trailing, static drawdown, DLL, targets, minimum days, and consistency checks in the main workflow. |
| Pass diagnostics | ! Thin Often stops at raw PnL or one pass estimate without showing how often the path survives, fails, or misses on consistency. | ✓ Built in Shows pass rate, risk of failure, pass speed, consistency misses, drawdown pressure, and a prop-specific recommendation lane instead of one pass-or-fail headline. |
| Outputs | ! Thin Often stops at one ending balance line or a small handful of summary stats. | ✓ Focused Shows balance path range, drawdown chance, pass-fail funnel, finish and recovery distributions, checkpoint visuals, outcome rates, and plain-English notes about what is stressing the account. |