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Where Quantum Technologies Can Add Value

We see the greatest potential in areas where traditional calculations are limited by the complexity of the model, the number of possibilities, or the cost of an accurate simulation. We evaluate each area based on a measurable objective.

The manufacturing, logistics, and energy sectors often face decisions in which the number of options grows faster than we can evaluate them. Quantum and quantum-inspired methods can be compared here to the best classical approaches.

Available Today

Suitable for problem formulation, simulations, and selected experiments on available hardware.

Examples of Tasks

  • Production and Shift Scheduling
  • Vehicle Routes and Supply Chain Management
  • Allocation of People, Machinery, and Energy
  • Network Design and Management

Quantum computers naturally model quantum systems. Today's hardware can handle only small models, but it is precisely on these models that algorithms, measurement accuracy, and noise processing can be tested.

Research Horizon

A strong area of research, though not yet a universal replacement for established methods in computational chemistry.


Examples of Tasks

  • Electronic Structure of Small Molecules
  • Energy Levels and Reaction Pathways
  • Properties of New Materials
  • Comparison of Variational Algorithms

In finance, it makes sense to examine problems where the quality of the estimate, a large number of scenarios, or a complex combination of constraints are critical.

Experimental Horizon

Suitable for controlled comparisons. Production decisions must remain verifiable using conventional methods.


Examples of Tasks

  • Portfolio Construction and Balancing
  • Risk and Extreme Event Estimation
  • Scenario Building
  • Detection of Unusual Patterns


The most immediate and reliable asset is the ability to understand technology, program it, and make informed decisions about future investments.

Available Today

Direct and measurable value for businesses, schools, universities, and research teams


Examples of Programs

  • In-House Quantum Laboratory
  • University Courses and Lab Sessions
  • Research Prototypes
  • Programs for Developers and Technical Teams

Quantum machine learning investigates whether quantum circuits can capture relationships that are difficult for classical models to capture. Today, the most valuable insight comes from precise comparisons on small, well-chosen tasks.

Research Horizon

Promising for research and prototyping, though its advantages over modern classical learning have not yet been universally confirmed.


Examples of Tasks

  • Classification and Pattern Recognition
  • Data Dimension Reduction
  • Generative Models
  • Hybrid Neural Networks

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