QAOA on Amazon Braket

Quantum Portfolio Optimisation
with QAOA

Encode stock selection as a QUBO, solve it with the Quantum Approximate Optimisation Algorithm (QAOA) on Amazon Braket's SV1 quantum circuit simulator, and compare every result with a classical Markowitz mean-variance portfolio.

🧮 Problem Model
QUBO
Asset selection as binary choices
⚡ Quantum Service
Braket
Amazon SV1 circuit simulator
🔬 Optimisation Method
QAOA
Quantum Approximate Optimisation Algorithm
💎 Classical Baseline
Markowitz
Mean-variance efficient frontier
⚛️ QAOA Portfolio Optimisation Example SAMPLE DATA
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QAOA Convergence
Cost function minimisation across iterations
Qubits: 5 Depth: 3 Params: 6
Optimised Allocation
AAPL
33.3%
NVDA
28.7%
MSFT
22.0%
GOOGL
16.0%

Understand this sample: learn about the Sharpe ratio and portfolio risk metrics, or explore how QAOA portfolio optimisation works.

This is sample data. Run QAOA on your own portfolio for $29.

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Start with the quantum portfolio optimiser

Build a sample allocation, compare it with a classical portfolio, or talk to us about a study for your team. New to the method? Learn QAOA portfolio optimisation and risk basics before trying the optimiser.

Run the tool Open the quantum portfolio optimiser Build a sample allocation, compare risk metrics and decide whether a paid quantum run is useful for your portfolio research. For teams Review enterprise quantum portfolio optimisation See the route for institutional use, larger portfolios, API access and direct support from Fira Software Ltd. Trust context Check Fira Software Ltd and QuantumFira details Confirm who operates the platform before registering, buying a run or contacting the team.
Fira Software Ltd

QuantumFira is operated by Fira Software Ltd

Use this homepage as the starting point for the QuantumFira portfolio optimiser, pricing details, enterprise enquiries and company context. The platform is for portfolio research and analytical comparison, not personal financial advice.

Quantum portfolio optimisation tools

Compare quantum and classical portfolio optimisation side by side. No quantum expertise required.

🎯
Quantum Portfolio Optimisation
Submit your stock list, encode the selection as a QUBO and sample it with QAOA on Amazon Braket. Weights are allocated within the best selections and shown beside the classical efficient frontier.
QAOA QUBO Mean-Variance
📊
Live Market Dashboard
Real-time prices, P&L tracking, and portfolio health scoring. See your classical vs quantum allocation side by side with live performance data.
Real-time Multi-asset Alerts
🧪
Quantum Simulation Sandbox
Experiment with quantum circuits, adjust QAOA parameters, and visualise the optimisation landscape. Educational mode included for learning.
Interactive Bloch Sphere Circuit Viz
📄
Research-Grade Reports
Generate PDF reports with full methodology: circuit parameters, convergence diagnostics, and comparison against classical benchmarks.
PDF Export Audit Trail Peer-Review Ready

Simple, Transparent Pricing

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  • ✓ 1 quantum optimisation
  • ✓ 5 classical runs/hour
  • ✓ Up to 5 stocks
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QUANTUM
$29
per optimisation
  • ✓ QAOA on Amazon Braket SV1
  • ✓ Up to 15 stocks
  • ✓ Downloadable reports
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PRO
$199/mo
50 quantum runs/month
  • ✓ 50 runs/month
  • ✓ Up to 25 stocks
  • ✓ AI-powered insights
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ENTERPRISE
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For institutional traders
  • ✓ 26+ stocks
  • ✓ Quantum simulation
  • ✓ API access
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Quantum portfolio optimisation FAQ

A quick guide to the method, who operates the platform and how to try it safely.

What is quantum portfolio optimisation?

Quantum portfolio optimisation writes the choice of which assets to hold as a QUBO (quadratic unconstrained binary optimisation) problem and searches it with a quantum algorithm such as QAOA, or with quantum annealing. QuantumFira shows each quantum result beside a classical mean-variance portfolio.

How does QuantumFira use QAOA?

QuantumFira encodes asset selection as a QUBO, samples it with QAOA on Amazon Braket's SV1 quantum circuit simulator, allocates weights classically within the best selections and reports the result beside a classical Markowitz baseline. Read how QAOA portfolio optimisation works.

Has QuantumFira run on IBM Quantum hardware?

Yes. Fira Software's quantum portfolio research has run portfolio circuits on IBM Quantum hardware through Qiskit Runtime, on ibm_fez, a 156-qubit IBM Heron r2 processor, and compared them with the same circuits on a simulator. The self-serve optimiser runs QAOA on Amazon Braket's SV1 simulator for fast, repeatable results. How portfolio circuits run on IBM Quantum hardware.

What is QuantumFira from Fira Software Ltd?

QuantumFira is a web platform from Fira Software Ltd for portfolio optimisation using QAOA quantum methods, risk analytics and comparison with classical allocation results.

What can I do before buying a quantum run?

You can start free, inspect sample optimisation results, review pricing and run a small portfolio before choosing a paid quantum optimisation.

Is QuantumFira financial advice?

No. QuantumFira is a research and analytical platform. It helps compare portfolio optimisation outputs, but investment decisions remain your responsibility.

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⚠️ Not financial advice. Quantum Fira is a research and analytical platform. All investment decisions are yours alone.

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