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

12.8

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 slippage29
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
SOLMoving average crossover18.21%4.69%20Does not beat benchmark SPY; Fewer than 50 closed trades
SOLMomentum17.87%2.86%20Does not beat benchmark SPY; Fewer than 50 closed trades
DOGEMomentum17.32%5.30%19Does not beat benchmark SPY; Fewer than 50 closed trades
AAPLMean reversion15.70%2.14%18Does not beat benchmark SPY; Fewer than 50 closed trades
DOGEMoving average crossover14.34%6.30%18Does not beat benchmark SPY; Fewer than 50 closed trades
AVAXMoving average crossover11.65%7.19%19Does not beat benchmark SPY; Fewer than 50 closed trades
XRPMoving average crossover10.93%5.88%24Does not beat benchmark SPY; Fewer than 50 closed trades
XRPMomentum10.59%5.30%25Does not beat benchmark SPY; Fewer than 50 closed trades
AVAXMomentum10.39%8.09%26Does not beat benchmark SPY; Fewer than 50 closed trades