FX EA Tester Report
Consistency across 100 independent AI market scenarios — averaged performance, market gallery, and per-EA breakdown
Overview
One chart can flatter. 100 different futures cannot. This book stress-tests your EAs on XAUUSD across 25 bull, 25 bear, 25 range, and 25 mixed paths — then ranks what held up. Open every scenario in the 100 Market Conditions table.
The simulations are generated using deterministic rules and random seeds. AI controls market generation, while all reported statistics are calculated directly from the resulting trade data.
Why this report differs. Unlike a historical backtest, every simulation begins from a different AI-generated market path rather than replaying the same historical price movement.
Same EAs. Same deposit. Same lot size. Only the market story changes — so the rankings below show consistency, not a lucky streak.
100 Market Conditions
Leaderboard
Medal counts show how often each EA finished 1st, 2nd, or 3rd across all simulations. Ranked by gold medals, then average profit.
| Rank | EA | 🥇 Gold | 🥈 Silver | 🥉 Bronze | Avg Profit | Avg Max DD | View |
|---|---|---|---|---|---|---|---|
| 1 | 23 | 20 | 12 | +$90.86 | 8.63% | View | |
| 2 | 14 | 11 | 11 | +$36.63 | 9.67% | View | |
| 3 | 13 | 11 | 8 | +$25.40 | 9.77% | View | |
| 4 | 13 | 9 | 7 | +$18.96 | 9.40% | View | |
| 5 | 10 | 12 | 7 | +$18.62 | 8.82% | View | |
| 6 | 8 | 15 | 15 | +$22.53 | 8.36% | View | |
| 7 | 7 | 9 | 10 | +$2.03 | 9.97% | View | |
| 8 | 6 | 5 | 8 | $-17.45 | 9.66% | View | |
| 9 | 5 | 4 | 14 | $-13.20 | 11.27% | View | |
| 10 | 1 | 4 | 8 | $-43.60 | 12.06% | View |
Simulation Data
Scale of computation behind this 100-simulation batch — every trade, bar, and ranking across all market paths.
Simulation Highlights
The strongest, most repeatable, best risk-adjusted, and highest-variability results across 100 independent market scenarios.
🏆 Overall Winner — Gold Vanguard EA
Gold Vanguard EA delivered the strongest overall performance across all 100 simulations, averaging $90.86 with 23 first-place finishes.
It remained among the top three in 55 of 100 runs, showing that its lead was not dependent on only a few exceptional outcomes.
Average drawdown remained contained at 8.63%, supporting a favourable balance between profitability and capital stress.
🛡 Most Consistent — Gold Vanguard EA
Gold Vanguard EA showed the most stable profit path across the batch, with smaller swings between individual market scenarios.
It stayed profitable in 82 of 100 scenarios and placed top-three 55 times — steady without needing to dominate every run.
It balanced repeatability with 23 outright wins — competitive without being the most aggressive in the batch.
⚖ Best Risk-Adjusted Performance — Gold Vanguard EA
With a profit-to-drawdown ratio of 10.5, Gold Vanguard EA delivered the strongest return relative to capital stress in this test.
Returns scaled favourably versus drawdown, suggesting conditions aligned with its strategy without excessive recovery pressure.
It combined the batch's highest average profit with comparatively low average drawdown, producing the strongest profit-to-drawdown trade-off.
⚠ Highest Drawdown Variability — Range Breakout EA with Range Filters
No other EA matched the drawdown dispersion of Range Breakout EA with Range Filters, making it the most path-dependent in this test.
Market paths that favoured other strategy types repeatedly punished this design.
Some runs recovered well (best $216.09), yet drawdown dispersion remained the defining characteristic.
Simulation Analysis by Expert Advisor
Observed across 100 independent market paths. Strategy-family context is explanatory, not a forecast.
Gold Vanguard EA
Observed across 100 independent market paths: Gold Vanguard EA ranked first overall with 23 simulation wins and the highest average return at $90.86.
Strategy-family context: Responded to the market conditions present during this simulation with comparatively controlled drawdowns across diverse regimes.
Observed risk across the sample: Severe equity declines were avoided in every simulation, with peak drawdown remaining under 20%.
Path variation: Results swung sharply between simulations (profit spread $398.02).
Range Breakout EA with Range Filters
Observed across 100 independent market paths: Range Breakout EA with Range Filters finished second with 14 wins and an average return of $36.63 across 100 paths.
Strategy-family context: Responded to the market conditions present during this simulation, producing positive average returns despite uneven paths.
Observed risk across the sample: Peak drawdown hit 34.30% when trends ran without sufficient recovery — a defining risk characteristic of this batch.
Path variation: Performance depended heavily on which market path appeared — strong in some, weak in others.
Swing Breakout EA
Observed across 100 independent market paths: Swing Breakout EA took third place (13 wins, $25.40 average) and stayed competitive in 32 simulations.
Strategy-family context: Responded to the market conditions present during this simulation, producing positive average returns despite uneven paths.
Observed risk across the sample: Despite an aggressive style, drawdown never breached 20% — placing it among the safer directional systems in this batch.
Path variation: Performance depended heavily on which market path appeared — strong in some, weak in others.
GoldZ AI
Observed across 100 independent market paths: GoldZ AI landed in the upper half at rank #4, posting 13 wins and $18.96 average profit.
Strategy-family context: trading responded to the market conditions present during this simulation, with profitability concentrated in favourable regime combinations.
Observed risk across the sample: Extended adverse movement drove drawdowns toward 24.97%, exposing sensitivity to sustained hostile regimes.
Path variation: High path sensitivity produced wide outcome dispersion across the batch.
Boring Gold EA Xauusd Trend RSI Strategy
Observed across 100 independent market paths: Boring Gold EA Xauusd Trend RSI Strategy landed in the upper half at rank #5, posting 10 wins and $18.62 average profit.
Strategy-family context: Responded to the market conditions present during this simulation, producing positive average returns despite uneven paths.
Observed risk across the sample: Peak drawdown hit 20.81% when trends ran without sufficient recovery — a defining risk characteristic of this batch.
Path variation: Performance depended heavily on which market path appeared — strong in some, weak in others.
Trend Matrix EA
Observed across 100 independent market paths: Trend Matrix EA ranked #6 of 10 — 8 wins, $22.53 average profit, 38 top-three finishes.
Strategy-family context: Responded to the market conditions present during this simulation, producing positive average returns despite uneven paths.
Observed risk across the sample: Peak drawdown hit 24.92% when trends ran without sufficient recovery — a defining risk characteristic of this batch.
Path variation: Only 8 outright wins, but frequently stayed within reach of the leaders.
CRT Model 1
Observed across 100 independent market paths: CRT Model 1 ranked #7 of 10 — 7 wins, $2.03 average profit, 26 top-three finishes.
Strategy-family context: trading responded to the market conditions present during this simulation, with profitability concentrated in favourable regime combinations.
Observed risk across the sample: Extended adverse movement drove drawdowns toward 25.87%, exposing sensitivity to sustained hostile regimes.
Path variation: High path sensitivity produced wide outcome dispersion across the batch.
Spider Gold
Observed across 100 independent market paths: Spider Gold ranked #8 of 10 — 6 wins, $-17.45 average profit, 19 top-three finishes.
Strategy-family context: Responded to the market conditions present during this simulation, but hostile regime mixes outweighed favourable opportunities.
Observed risk across the sample: Peak drawdown hit 26.62% when trends ran without sufficient recovery — a defining risk characteristic of this batch.
Path variation: Performance depended heavily on which market path appeared — strong in some, weak in others.
The Golden Staircase
Observed across 100 independent market paths: The Golden Staircase ranked #9 of 10 — 5 wins, $-13.20 average profit, 23 top-three finishes.
Strategy-family context: Hostile regime combinations limited the benefit of responded to the market conditions present during this simulation.
Observed risk across the sample: Large equity declines clustered in prolonged one-directional markets (peak 26.39%, spread 20.38%), though 48 of 100 paths still finished profitable.
Path variation: Results swung sharply between simulations (profit spread $438.61).
Gold Sniper Ravex Algo
Observed across 100 independent market paths: Gold Sniper Ravex Algo ranked #10 of 10 — 1 wins, $-43.60 average profit, 13 top-three finishes.
Strategy-family context: Hostile regime combinations limited the benefit of responded to the market conditions present during this simulation.
Observed risk across the sample: Large equity declines clustered in prolonged one-directional markets (peak 31.12%, spread 25.06%), though 40 of 100 paths still finished profitable.
Path variation: Results swung sharply between simulations (profit spread $460.38).