AI Investment Lab

Simulation audit

Trustworthiness review for simulated strategies after costs, spread, slippage and benchmark filters.

Strategies tested

124

PASS

0

FAIL

124

Avg closed trades

12.3

Readiness

No strategy passed the simulation audit. The system is not ready for real-capital execution.

Top failure reasons

Does not beat benchmark SPY124
Fewer than 50 closed trades124
Return is not positive after costs, spread and slippage34
Max drawdown above 20%3

Benchmark pressure

SPY124

Promising but not PASS

AssetStrategyReturnDrawdownTradesWhy failed
VWCEMean reversion20.54%2.11%14Does not beat benchmark SPY; Fewer than 50 closed trades
SOLMomentum16.77%2.86%18Does not beat benchmark SPY; Fewer than 50 closed trades
DOGEMomentum16.77%5.30%17Does not beat benchmark SPY; Fewer than 50 closed trades
AAPLMean reversion15.25%2.14%18Does not beat benchmark SPY; Fewer than 50 closed trades
SOLMoving average crossover15.03%4.69%19Does not beat benchmark SPY; Fewer than 50 closed trades
DOGEMoving average crossover14.56%6.30%16Does not beat benchmark SPY; Fewer than 50 closed trades
XRPMoving average crossover11.61%5.29%22Does not beat benchmark SPY; Fewer than 50 closed trades
XRPMomentum10.41%5.28%23Does not beat benchmark SPY; Fewer than 50 closed trades
AVAXMoving average crossover9.50%6.83%18Does not beat benchmark SPY; Fewer than 50 closed trades
AVAXMomentum8.55%8.01%24Does not beat benchmark SPY; Fewer than 50 closed trades