Quantum portfolio optimization for complex investment decisions
Quantum portfolio optimization for complex investment decisions
Quantum portfolio optimizer
Quantum portfolio optimizer
Quantum portfolio optimizer
Developed on IBM Quantum, it combines quantum algorithms and classical optimization to analyze investment portfolios in a scalable and efficient manner.
An application developed in IBM Quantum that will revolutionise investment management through the use of advanced quantum algorithms.

Developed on IBM Quantum, it combines quantum algorithms and classical optimization to analyze investment portfolios in a scalable and efficient manner.
An application developed in IBM Quantum that will revolutionise investment management through the use of advanced quantum algorithms.

Developed on IBM Quantum, it combines quantum algorithms and classical optimization to analyze investment portfolios in a scalable and efficient manner.
An application developed in IBM Quantum that will revolutionise investment management through the use of advanced quantum algorithms.

Portfolio optimization becomes increasingly complex as the number of assets and constraints grows. Classical methods may face scalability limitations and require longer computation times when dealing with large-scale problems.
Portfolio optimization becomes increasingly complex as the number of assets and constraints grows. Classical methods may face scalability limitations and require longer computation times when dealing with large-scale problems.
Portfolio optimization becomes increasingly complex as the number of assets and constraints grows. Classical methods may face scalability limitations and require longer computation times when dealing with large-scale problems.
Our approach
We address this challenge by combining quantum computing and classical optimization. Our Quantum Portfolio Optimizer uses VQE alongside classical optimization algorithms and incorporates error mitigation techniques to improve the quality of the results obtained on real quantum hardware.
We address this challenge by combining quantum computing and classical optimization. Our Quantum Portfolio Optimizer uses VQE alongside classical optimization algorithms and incorporates error mitigation techniques to improve the quality of the results obtained on real quantum hardware.
Quantum Portfolio
Optimizer
Quantum Portfolio
Optimizer
Real-World Finance on a Quantum Computer
Dr Alvaro Nodar Villa | Seminar Series
Real-world finance on a quantum computer
Dr Alvaro Nodar Villa | Seminar Series
What you get
More accessible, efficient, and scalable portfolio optimization
The Quantum Portfolio Optimizer allows identifying optimal investment strategies based on a selection of assets, restrictions, and a specific period.
As a result, the user obtains an optimized strategy and different efficient portfolio alternatives, being able to analyze their behavior under different levels of volatility.
The solution is designed to scale alongside the evolution of quantum hardware and progressively address problems of greater complexity.
What you get
More accessible, efficient, and scalable portfolio optimization
The Quantum Portfolio Optimizer allows identifying optimal investment strategies based on a selection of assets, restrictions, and a specific period.
As a result, the user obtains an optimized strategy and different efficient portfolio alternatives, being able to analyze their behavior under different levels of volatility.
The solution is designed to scale alongside the evolution of quantum hardware and progressively address problems of greater complexity.
What you get
More accessible, efficient, and scalable portfolio optimization
The Quantum Portfolio Optimizer allows identifying optimal investment strategies based on a selection of assets, restrictions, and a specific period.
As a result, the user obtains an optimized strategy and different efficient portfolio alternatives, being able to analyze their behavior under different levels of volatility.
The solution is designed to scale alongside the evolution of quantum hardware and progressively address problems of greater complexity.
Built on IBM Quantum
Designed for real quantum hardware
The Quantum Portfolio Optimizer has been developed on the IBM Quantum infrastructure using its native SDK and is available through the IBM Qiskit Functions Catalog.
This allows the solution to be integrated directly with the IBM Quantum ecosystem and execute processes on real quantum infrastructure, guaranteeing an architecture prepared to evolve alongside hardware capabilities.

Built on IBM Quantum
Designed for real quantum hardware
The Quantum Portfolio Optimizer has been developed on the IBM Quantum infrastructure using its native SDK and is available through the IBM Qiskit Functions Catalog.
This allows the solution to be integrated directly with the IBM Quantum ecosystem and execute processes on real quantum infrastructure, guaranteeing an architecture prepared to evolve alongside hardware capabilities.
Built on IBM Quantum
Designed for real quantum hardware
The Quantum Portfolio Optimizer has been developed on the IBM Quantum infrastructure using its native SDK and is available through the IBM Qiskit Functions Catalog.
This allows the solution to be integrated directly with the IBM Quantum ecosystem and execute processes on real quantum infrastructure, guaranteeing an architecture prepared to evolve alongside hardware capabilities.
Try the Quantum Portfolio Optimizer
Request access and explore the potential of quantum optimization applied to investment portfolios.
Request access and explore the potential of quantum optimization applied to investment portfolios.
The tool is available for financial, academic and research use cases. Complete the form and our team will get in touch with you.
The tool is available for financial, academic and research use cases. Complete the form and our team will get in touch with you.
*Currently, access to Qiskit Functions requires an active IBM Quantum Premium or Flex plan.
*Please note that currently Qiskit functions can only be used with an active Premium or Flex plan²
¹For more information, please visit: https://cloud.ibm.com/iam/groups
²For more information, please visit: https://www.ibm.com/quantum/pricing
*Currently, access to Qiskit Functions requires an active IBM Quantum Premium or Flex plan.
*Please note that currently Qiskit functions can only be used with an active Premium or Flex plan²
¹For more information, please visit: https://cloud.ibm.com/iam/groups
²For more information, please visit: https://www.ibm.com/quantum/pricing