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Quantum Portfolio Optimization

See how Lumen delivers 15-40% Sharpe ratio improvements. Enter your details to access the interactive demo.

We'll send benchmark data relevant to your asset class.

Interactive Demo — Lumen Engine

Quantum-Enhanced Portfolio Optimization

Run our optimization engine against sample portfolios and see quantum-enhanced results vs. classical approaches in real time.

💼 Sample Portfolio

Select a preset portfolio or customize the holdings.

TickerSharesPriceValue
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🎯 Current Allocation

⚙ Optimization Settings

📊 Optimization Results

Select a portfolio and click "Run Quantum Optimization" to see results.

Quantum vs. Classical: Head-to-Head

Benchmark results from our published research on portfolio optimization at scale.

Lumen (Quantum-Enhanced)

1.84
Average Sharpe Ratio
Annual Return 18.7%
Max Drawdown -11.2%
Volatility 10.2%
Optimization Time (100 assets) 0.8s
Constraints Handled Unlimited

Classical Mean-Variance

1.32
Average Sharpe Ratio
Annual Return 14.1%
Max Drawdown -16.8%
Volatility 10.7%
Optimization Time (100 assets) 3.2s
Constraints Handled Limited

Why Quantum-Enhanced Optimization?

The mathematical advantages that translate into portfolio performance.

Combinatorial Explosion

Adding real-world constraints (tax, ESG, sector limits) creates combinatorial problems that grow exponentially. Quantum formulations handle this natively.

Better Solution Spaces

QAOA and quantum annealing explore solution spaces that classical gradient methods miss entirely, finding non-obvious allocation strategies.

No Quantum Hardware Required

Lumen runs quantum-enhanced algorithms on classical hardware today. When quantum hardware matures, Lumen plugs in directly with no architecture changes.

Tax-Aware by Design

Tax lot selection, wash sale prevention, and long-term/short-term gain optimization built into the objective function, not bolted on after.

Run Lumen on Your Portfolio

Our Portfolio Optimization Pilot ($25,000) integrates Lumen with your actual data and delivers a head-to-head comparison against your current approach. 3 pilot slots available this quarter.