Choose a Starting Point
Select Assets & Set Constraints
No return target, so the optimizer is free to find the best risk-adjusted portfolio.
Equities
Fixed Income
Alternatives
Cash
Choose Your Goal
Optimized Portfolio
Allocation
| Asset | Weight | Return | Vol | Constrain |
|---|---|---|---|---|
| US Aggregate Bonds | 64.7% | 4.8% | 4.8% | -% |
| US REITs | 16.4% | 8.8% | 17.4% | -% |
| Bitcoin | 11.6% | 15.0% | 42.5% | -% |
| Gold | 7.3% | 5.5% | 16.7% | -% |
Set min/max constraints on any asset and the portfolio re-optimizes automatically.
Method: Maximum Sharpe. Risk-free rate: 3.1% (US Cash, JPM LTCMA 2026). Cash sat out this search: at the risk-free rate it cannot raise the Sharpe ratio, only scale the risk, so it holds only what a rule or a volatility cap called for.Max drawdown estimated as 2.5× annual volatility.
Visualize the full risk-return tradeoff across all feasible portfolios.
Methodology
Data source: USD reference asset assumptions based on J.P. Morgan 2026 Long-Term Capital Market Assumptions, with additional style estimates. Correlations are estimated from historical asset returns and repaired for numerical consistency. Bitcoin assumptions are Portfolio Lab estimates (15% geometric return, 42.5% volatility) informed by institutional research. Read our methodology.
Max Sharpe: Grid search over target returns along the efficient frontier, solving for minimum variance at each target. Selects the portfolio with the highest Sharpe ratio.
Min Variance: Projected gradient descent with box constraints, minimizing total portfolio variance (w'Σw).
Risk Parity: Equal Risk Contribution (ERC) via cyclical coordinate descent (Griveau-Billion et al., 2013). Each asset contributes equally to total portfolio risk.
HRP: Hierarchical Risk Parity (López de Prado, 2016). Single-linkage clustering on correlation distance, then recursive bisection weighted by inverse variance.
Black-Litterman: This public option optimizes on implied equilibrium returns (π = δΣw), without personal views. The full workstation also lets you add investor views.
Constraints: Per-asset minimum and maximum weights are available for Max Sharpe, Minimum Variance and Black-Litterman. Risk Parity and HRP do not support these limits here. All weights must sum to 100%. No leverage or short-selling.
This tool combines forward-looking return assumptions with historical risk estimates; it is not a historical backtest. Past performance does not guarantee future results. Not financial advice. Consult a qualified adviser before making investment decisions.