The gap between backtest returns and live returns is mostly explained by execution costs. Our platform at AI-Stock-Predictions.com models realistic transaction costs to ensure strategies remain profitable after implementation.

Sources of Execution Cost

Bid-ask spreads, market impact, timing costs, and broker commissions all erode returns. For institutional-size orders, market impact alone can consume several basis points per trade.

Smart Order Routing

Our algorithms split large orders across venues and time to minimize market impact. TWAP, VWAP, and implementation-shortfall algorithms adapt to real-time liquidity conditions.

Transaction Cost Analysis

We measure execution quality against benchmarks to continuously improve our algorithms. Slippage is tracked per strategy, per security, and per time-of-day to identify optimization opportunities.

Execution Reports

Review execution analytics at AI-Stock-Predictions.com.