
A new computing paradigm is reshaping the foundations of technological innovation and industrial competitiveness. As AI adoption accelerates, researchers, academics, governments and policy makers, as well as forward-looking industry decision-makers are confronting the limitations of classical computing. Quantum computing, particularly when combined with high-performance computing (HPC) in hybrid systems and architectures, is gaining real momentum.
The expectation is that the economic impact will be significant. According to Qureca, global quantum research and development investments now surpass $55.7 billion, with projections placing the global quantum market at $106 billion by 2040. Finance, healthcare, manufacturing, energy, communications, defense, security, and space are among the sectors that can benefit from quantum advancements the first, as they rely on solving complex optimization, simulation, and high-risk problems where classical computing reaches its limits.
Although we are still far from demonstrating large-scale commercial value from quantum applications, organizations that want to lead quantum innovation in the near future should invest today in developing capabilities, building expertise, and positioning themselves as early adopters.
Data centers sit at the center of this transition. They provide the infrastructure and system architecture for convergent technologies, including AI, HPC, supercomputers, and early quantum applications, that will underpin future technological economies.
Quantum computing cannot operate in isolation. It must be integrated into broader computing environments. This positions data centers as convergence hubs where HPC, AI, supercomputers, and quantum and hybrid systems can coexist and interact. The industry is already seeing some examples of this evolution: developed internally by large companies as IBM Quantum System One, Google Quantum AI, initiatives supported by the governments like EuroHPC Joint Undertaking, or collaborative projects such as French electric company EDF partnering with quantum startups Quandela, Alice & Bob, and Pascal to optimize energy management. Hybrid architectures are being tested in specialized facilities that combine classical supercomputers with quantum processors. Data centers are developing “quantum-as-a-service” models, enabling enterprises to access quantum capabilities without owning dedicated hardware (e.g. Scaleway’s Quantum as a service). Energy-efficient infrastructure is becoming a differentiator, as quantum systems often require highly controlled environments. For data center operators, this shift represents an opportunity to evolve from infrastructure providers to strategic partners in innovation, delivering quantum capabilities alongside traditional services.
The trajectory of classical computing development is slowing. We observe mainly incremental improvements in architectures and systems, while significant performance gains become more energy-consuming and less cost-effective.
Quantum computing offers a fundamentally different approach. Rather than processing information sequentially, it uses quantum states to explore multiple possibilities simultaneously, with multiple possible outcomes. In the near term, it’s more likely than not that we must rely on hybrid technologies. Hybrid computing combines the strengths of HPC systems with quantum processors for optimization and simulation. This model allows companies to explore with emerging technologies and create value today while preparing for more advanced quantum capabilities tomorrow.
Current investments in quantum computing echo the early bets on cloud and artificial intelligence. Those were risky, uncertain projects at the time. They became transformative in the long run.
Governments are investing heavily. In 2025, the EU adopted a Quantum Strategy that leverages scientific excellence and R&D, quantum infrastructure, ecosystem strengthening, skills development, and the integration of sovereign quantum capabilities into space, security, and defense strategies and other sectors. The European Quantum Flagship, backed by a €1 billion budget, is accelerating the development of quantum technologies (quantum computing and simulation, sensing, metrology and quantum communication) across research, industry, and the public sector. In the United States, estimated investment in quantum exceeds $7 billion.
At the organizational level, early investment carries distinct strategic advantages. Early adopters build proprietary knowledge, secure scarce talent, and shape emerging ecosystems. When breakthroughs occur, these organizations have the ability to scale and adjust to market needs quickly. Companies that delay investing in quantum R&D risk technological dependency, loss of competitive advantage, and higher costs when quantum technologies do eventually enter the advanced technological readiness and commercialization phase.
The real differentiator lies in organizational capacity to be prepared for the emerging technologies. Companies investing in quantum today are building a comparative advantage through the capabilities and skills essential for the future. They are developing talent and expertise, either by training internal teams or partnering with quantum research institutions, startups and industries. They are investing in innovative projects that demand experimentation, long-term thinking, cross-functional collaboration, and often academia-industry partnerships and collaborative projects. These organizations are gaining strategic positioning in the ecosystem by working alongside startups, universities, and technology providers.
These capabilities extend well beyond quantum technologies. They help organizations adopt emerging technologies broadly and stay competitive and innovative over the long term.
Quantum and hybrid computing are no longer a distant prospect. They are rapidly becoming the foundation for how complex problems could be solved across finance, pharmaceuticals, energy, defense, security, and aerospace, among others. This is not simply about technological leadership. It is about long-term competitiveness.
Companies that explore and invest today in quantum and hybrid computing are building the expertise, partnerships, and innovation capacities that will define future market leaders. Data centers play a pivotal role, enabling the convergence of HPC, AI, and quantum and hybrid systems while making advanced computing accessible and scalable across industries.
Organizations that failed to embrace past technological breakthroughs early found themselves struggling to remain competitive in the long term. Quantum computing appears to follow a similar trajectory, with potentially even greater impact. In an environment where innovation is the primary driver of competitive advantage, investing in quantum and hybrid computing is becoming a strategic necessity.