AXIO Gold EA_1.31[XAUUSD][M1]… AI Review | QuantTester
AXIO Gold EA_1.31[XAUUSD][M1: return 2,190.0%, DD 5.91%, PF 5.99, 588 trades. Read the review.
Strategy Safety Grade: A+ (98 / 100) · Robust & Controlled
Trading risk analysis result
Strategy Type: Strict Lot Discipline. Classified as Strict Lot Discipline (single-position, no adverse scale-in): the EA delivered a 2,189.97% tester return with a 5.91% maximum equity drawdown, 5.99 profit factor and 2.28 payoff ratio, retaining PF 4.32 after removing the top 5% of trades, but the loss profile is unbounded-tail (largest loss 3,500 vs median loss 118, max/median 29.66) and the 72.45% win rate means expectancy leans on sustained favorable trend conditions.
Darwinex 集中度压力测试 (Top 5% Windfall Dependence Test)
剔除排名前 30 笔（5%）极端盈利单后：毛利占比 27.86%，剩余净利润 $145,747.70，剩余 PF 4.32。
Data transparency & Environment
- MT4/MT5: MT5
- Symbol: XAUUSD
- Timeframe: M1
- Net profit: $218,997.30
- Return: 2,190.0%
- Max drawdown: 5.91%
- Total Trades: 588
- Profit Factor (PF): 5.99
Critical Algorithmic Vulnerabilities
- [Risk Stability Breakdown / Rs Risk Stability] Unbounded Loss Tail: stop-loss evidence shows a maximum single loss of 3,500.00 against a median loss of only 118.00 (max/median 29.66) and clustered share just 0.6%, indicating that the loss distribution has no consistent termination level; individual losses (e.g. -1,272 on 2025-12-23, -2,180 on 2026-01-09, -2,209 on 2026-01-30, -3,500 on 2026-01-30) can be 10-30x the typical loss, so realized risk per position expands materially during adverse gaps despite a configured 3,500-point fixed stop.
- [Payoff Asymmetry Fragility / La Loss Aversion] Win-Rate Concentration: with a 72.45% win rate and PF 5.99, expectancy depends on the majority of trades closing favorably; the longest loss streak reached 5 trades, and a choppy regime that converts a portion of the 72.45% winners into near-breakeven or small losses would compress the 2.28 payoff ratio toward the neutral band and rapidly erode the 372.44 expectancy per trade.
- [Execution Feasibility / Capacity & Friction Risk] Low-Timeframe Execution Assumptions: the backtest runs on M1 XAUUSD with a 150.0-point spread filter and zero commission/swap on the parsed rows; average holding time is only 41.3 minutes and 74.1% of trades are long, so live spread widening, slippage and swap financing on a 0.87 average lot size are unverified frictions that the modest per-trade edge cannot be assumed to absorb without forward execution evidence.
- [Momentum Decay / D-Score Quote Shape] Sparse Late-Sample Trading: after the 2025-11-10 to 2025-12-11 gap, trade frequency drops sharply (e.g. single-digit rows in several 2026 months such as 2026-04-06 to 2026-04-24), and the stalling equity curve late in the sample with a -3,500 drawdown row on 2025-12-24 and -2,209 on 2026-01-30 suggests regime sensitivity that could extend underwater periods if the trend template fails to fire.
Score Breakdown Details
- [Base Score] All valid statements start at 50 points neutral benchmark (Grade B-)
- +15 pts [Lot Discipline]: Fixed/proportional lot execution, no adverse counter-trend doubling
- +15 pts [Payoff Ratio]: Win/loss ratio reached 2.28 (> 1.8), strong asymmetric payoff
- +5 pts [Expectancy]: Overall Profit Factor reached PF 5.99 with solid positive mathematical expectancy
- +10 pts [Organic Profit]: Removing top 5% windfall deals leaves PF 4.32 >= 1.2; robust and non-luck-driven
- +15 pts [Minimal Drawdown]: Max historical drawdown only 5.9% (< 10%), excellent downside preservation
- +10 pts [Sample Horizon]: Sample duration spans 473 days (>= 180 days), covering diverse regimes
- Final Strategy Safety Score: 98 / 100 (Grade A+).
Recommended Next Actions
- Commission an out-of-sample forward validation on a demo account at the intended live broker to quantify real spread and slippage friction on XAUUSD M1.
- Reconcile the unbounded loss tail against the configured 3,500-point fixed stop: verify whether the largest losses (-3,500 on 2025-12-24 and 2026-01-30) exited at the hard stop or via gap-driven slippage, and tighten or verify stop execution.
- Run a regime-stress replay across the 2025-11-10 to 2025-12-11 gap period and low-frequency 2026 months to test whether the 72.45% win rate and 2.28 payoff survive reduced trend persistence.
- Test cost sensitivity by applying realistic commission (e.g. 3-7 USD per lot round-turn) and swap financing to the 588-row trade ledger and recompute PF and residual PF ex-top-5%.
- Extend the trade log beyond 2026-04-24 to confirm the strategy's behavior in the most recent market regime before any capital allocation decision.
Q&A About This Report (Quant Due Diligence)
The strategy achieved a Grade A+ Safety Grade; what are the core strengths and rationale supporting this rating?
The Grade A+ rating is backed by robust risk controls in the trade data: strict execution discipline (e.g. pre-set stop losses, synchronized basket entries without toxic martingale averaging), and historical drawdowns kept within institutional thresholds.
Is the 2,189.97% return dependent on a small number of lucky trades?
Not primarily. The top 1% of trades (6 rows) account for 7.99% of gross profit and the top 5% (30 rows) for 27.86%; removing the top 5% still leaves 145,747.70 in net profit at PF 4.32. The strategy therefore has a broad base of edge, although three individual 3,500-win rows show that the headline figure is amplified by fat-tail trend captures.
The report shows 74.1% long trades on XAUUSD during a rising gold market. Does that benefit the strategy?
The directional skew (74.1% long, 25.9% short) coincides with a period in which the parsed price levels rise from roughly 2,630 to over 4,700, so the sample contains a strong upward regime. The strategy's 72.45% win rate and 2.28 payoff were realized in that environment; whether the same edge persists in a range-bound or falling gold market cannot be established from this single backtest and is listed as a pending validation item.
With only 41.3 minutes average holding time and zero commission in the test, can the edge survive live broker costs?
The report context omits commission, swap and fee fields, and the parsed rows show zero commission and swap, so real cost drag is not measured here. Average holding is 41.3 minutes at an average size of 0.87 lots; the per-trade expectancy of 372.44 provides a buffer, but live spread widening, slippage and financing on a low-timeframe XAUUSD strategy remain an unverified execution assumption and are recommended for a forward cost-sensitivity test.
How is QuantTester different from asking a general-purpose AI assistant myself?
QuantTester parses MT4/MT5 reports into structured metrics and trade records before AI review. Supported calculations can be checked against the original export, guaranteeing consistent audit facts.
Which broker is recommended for trading and running MT4/MT5 strategies?
For algorithmic trading, EA execution and reliable backtesting, we strongly recommend IC Markets (Raw Spread Account) with 0.0 pip spreads.