Perpetuals' AI Engine Delivers 380% Hypothetical Return in Backtest
Event summary
- Perpetuals.com's BayesShield AI engine generated a hypothetical 380% return in a 375-day backtest of its UpsideOnly platform.
- The strategy achieved a return-to-drawdown ratio of 4.4 with a maximum drawdown of 27%.
- UpsideOnly, launched in May 2026, has over 225,000 users and $70 billion in simulated trading volume.
- The backtest used data from 429,000 trading accounts and 22 billion historical retail trades.
The big picture
Perpetuals' backtest results highlight a strategic shift in AI-driven trading, moving from price prediction to identifying repeatable human skill. The company's approach could redefine risk management in retail trading if live performance matches simulated outcomes. With over $70 billion in simulated volume, UpsideOnly is positioning itself as a key player in the fintech space, though regulatory and execution risks remain significant.
What we're watching
- Execution Risk
- Whether Perpetuals can replicate backtest results in live markets, given the inherent limitations of historical data and model assumptions.
- Regulatory Scrutiny
- The potential impact of regulatory oversight on BayesShield AI's operational efficacy and patent protection.
- Market Dynamics
- How UpsideOnly's user growth and simulated trading volume will translate into real-world adoption and profitability.
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