Quantitative Trading Strategies

Gilito tests millions of strategy combinations daily across 5 families. Each strategy is backtested with walk-forward validation and scored 0-100.

How Gilito Scores Strategies

Every strategy is evaluated using the Gilito Score (0-100), a composite metric that balances return, risk, and consistency:

  • Total & Annualized Return — how much the strategy made
  • Sharpe Ratio — return per unit of risk (volatility-adjusted)
  • Win Rate — percentage of profitable trades
  • Maximum Drawdown — worst peak-to-trough decline
  • Deflated Sharpe Ratio — accounts for multiple testing bias (data snooping correction)

Strategies must pass walk-forward validation: they are trained on historical data (in-sample) and validated on unseen data (out-of-sample). Only strategies that perform well in both periods receive top scores.

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