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An AI Use Case: Using QCentroid Platform to Benchmark AI-Generated Optimization Algorithms

In today’s fast-paced world of software development, AI code generation tools like OpenAI’s ChatGPT, DeepSeek, Grok, and others have become powerful companions for developers. These tools can quickly generate entire algorithms from natural language prompts, saving time and sparking innovation. But not all AI-generated code is created equal. Performance, accuracy, and reliability can vary significantly between providers and even between different prompts to the same model.

At QCentroid, we believe in harnessing the power of advanced computing—from quantum to AI—to accelerate real-world problem solving. One of the increasingly valuable use cases we’re seeing is using the QCentroid Platform to evaluate and benchmark AI-generated optimization algorithms.

In this post, we’ll walk through how developers can use our platform to compare the quality and performance of code generated by different AI providers, helping them make better, data-driven decisions.

The Challenge: Comparing AI-Generated Algorithms

Let’s say you prompt three different AI models—OpenAI, Grok (xAI), and DeepSeek—to generate a Python implementation of a classical optimization problem such as the Knapsack problem, portfolio optimization, or route scheduling.

You’ll probably get three different implementations:

Different coding styles and algorithmic approaches
Varying levels of optimization
Some may even have runtime bugs or miss-key constraints

Now, how do you determine which is better? This is where QCentroid comes in.

Using the QCentroid Platform for Code Benchmarking

The QCentroid Platform provides a cloud-based environment specifically designed for benchmarking optimization algorithms, whether they’re classical, quantum-inspired, or generated by AI. Here’s how a developer can use it to compare AI-generated solutions.

1. Upload and Register the Algorithms

You just have to push the algorithms generated by the various AI tools to Git repositories, connect these repositories to the QCentroid platform. Each of these algorithms is what we call a solver and it may include metadata like:

AI provider (e.g., ChatGPT, Grok, etc.)
Prompt used (for reproducibility)
Programming language and dependencies
Expected input/output behavior

2. Define Benchmarking Parameters

Next, you can configure the benchmarking criteria:

Execution time (average runtime across test cases)
Accuracy (based on problem-specific metrics, like optimality gap or constraint violations)
Stability (whether the algorithm completes without errors)
Resource usage (CPU time, memory consumption, etc.)

You can also define test datasets or input configurations for consistent evaluation.

3. Run Benchmarking Jobs

Then, you can run benchmarking jobs on the platform, and it will automatically:

Set up isolated containers for each algorithm version
Run multiple test iterations to account for randomness or edge cases
Collect performance and execution metrics
Detect crashes or errors

This ensures fair and reproducible evaluation across different implementations.

4. Compare Results Visually

The QCentroid Dashboard displays comparative analytics for all AI-generated algorithms. You’ll get:

Heatmaps, plots and radar charts to visualize trade-offs (e.g., faster vs. more accurate)
Logs and tracebacks for debugging runtime errors
Ranking based on customizable scoring functions (e.g., 50% weight on speed, 30% on accuracy, 20% on code robustness)

These insights make it easy to decide which AI-generated version is most suitable for production, experimentation, or further refinement.

What Makes This Unique?

Unlike typical Jupyter or IDE-based testing, QCentroid centralizes and automates the entire benchmarking workflow. This allows:

Team collaboration: Results are sharable across your team, with notes and reviews.
Repeatability: You can re-run the same benchmarking job months later with updated models or test data.
Transparency: You’ll know exactly where each AI model excels—or fails.

Extending to Hybrid & Quantum Benchmarks

The real magic comes when you combine classical benchmarking with quantum or hybrid methods. For example, a developer could:

Use AI-generated classical baselines
Compare them against quantum-inspired optimization algorithms available through QCentroid
Understand where quantum methods may offer speedups or better scaling

This opens the door to multi-paradigm performance testing, which is becoming increasingly relevant in finance, logistics, and R&D sectors.

Final Thoughts: From Prompt to Production

As AI becomes a routine coding partner, the ability to evaluate and trust what it generates is crucial. The QCentroid platform allows teams to move from “prompt engineering” to “production engineering”—by giving them the tools to benchmark, compare, and select the best AI-generated algorithms.

If you’re exploring ways to integrate AI and quantum into your development workflow, or want to validate the code your AI assistant just handed you, QCentroid has your back.

Unlocking new opportunities: Quantum Computing-as-a-Service for Industry Hubs and Associations

Industry hubs and associations are constantly looking for innovative ways to provide value to members, drive engagement, and ensure the financial sustainability of the organization. Quantum Computing represents a transformative opportunity that could position your association or hub as a leader in this cutting-edge technology, while creating significant new revenue streams.

Let’s explore how integrating a Quantum Computing as a Service (QCaaS) platform, like QCentroid’s, can enable your association to stay ahead of the curve, enhance your value proposition, and attract a wider base of members.

The Case for Quantum Computing in Industry Hubs

Quantum computing is no longer the stuff of science fiction. Its potential to revolutionize industries is already being explored in sectors like finance, healthcare, energy, and logistics. From solving complex optimization problems to accelerating drug discovery, quantum technologies promise breakthroughs that were previously unimaginable.

For your members, this means access to tools that can:

Optimize supply chains and logistics, saving costs and improving efficiency.
Revolutionize materials science for manufacturing and R&D.
Enhance risk analysis and fraud detection in financial services.

By offering QCaaS as part of your association’s membership benefits, you’re not just providing access to a powerful tool; you’re positioning your organization as an enabler of cutting-edge innovation.

Real-World Success: How Associations Leverage SaaS Platforms

Many associations have successfully integrated SaaS (Software as a Service) platforms to enhance member value. Consider examples like:

Technology & Services Industry Association (TSIA): Provides members with exclusive data analytics tools, business frameworks, and advisory services tailored to their industries.
Cloud Software Association (CSA): Offers members resources and networks to develop and scale SaaS partnerships.

These examples demonstrate that associations can thrive by offering their members tailored technological solutions. By following their lead and adopting QCaaS, you can replicate this success in the quantum computing domain.

Unlocking Value for Your Members

Introducing QCaaS can make your association indispensable to your members. Here’s how:

Exclusive Access to Quantum Resources: Partner with a QCaaS provider like QCentroid to offer your members privileged access to quantum computing platforms. This could include discounted usage rates, tailored industry solutions, or access to a shared quantum environment for experimentation and innovation.
Educational Opportunities: Offer training sessions, webinars, and certifications to upskill your members on quantum computing. This not only empowers them but also positions your association as a thought leader.
Collaborative Innovation: Foster collaboration among your members by creating quantum-focused working groups or R&D initiatives. This creates networking opportunities while driving meaningful advancements.

Creating a New Revenue Stream

Incorporating QCaaS isn’t just about providing value; it’s also a smart business decision. Here’s how it can contribute to your bottom line:

Subscription Models: Charge members a premium for access to QCaaS tools and services.
Educational Programs: Monetize training and certification programs tailored to quantum computing applications in specific industries.
Consulting Services: Leverage your association’s expertise to provide members with bespoke consulting on how to integrate quantum solutions into their businesses.

Why Start Now?

The quantum computing revolution is already underway. Early adopters will have a significant competitive advantage, and your association has the chance to lead the charge. By offering QCaaS to your members, you position your organization as a pioneer in enabling innovation and as an indispensable resource for businesses preparing for the quantum era.

Next Steps

Ready to bring quantum computing to your association? Here’s how to get started:

Assess Member Needs: Survey your members to identify where quantum computing could have the most impact.
Partner with a QCaaS Provider: Collaborate with a trusted platform like QCentroid to tailor solutions for your members.
Develop a Rollout Plan: Create a strategy for launching QCaaS as a member benefit, including training, access, and marketing initiatives.

By taking these steps, you’ll ensure that your association stays relevant, innovative, and indispensable to your members. Quantum computing isn’t just the future—it’s an opportunity you can seize today.

QCentroid at ETH Quantum Hackathon 2025

Quantum Portfolio Optimization Challenge Recap

Last weekend, QCentroid participated in the ETH Quantum Hackathon 2025, an exciting gathering of bright young minds from around the world, all coming together to push the boundaries of what’s possible with quantum technology. As proud sponsors of one of the official hackathon challenges — the Quantum Portfolio Optimization challenge — we witnessed firsthand the creativity, energy, and technical talent of the next generation of quantum developers.

Hosted at ETH Zurich and organized by the Quantum Engineering Commission, with the support of AMIV and VSETH, the ETH Quantum Hackathon is one of the leading events in the global quantum community. The 2025 edition brought together students, researchers, and early-career professionals for three days of hands-on building, experimentation, and innovation, with participants tackling real-world quantum problems across various industries.

The QCentroid Challenge: Quantum Portfolio Optimization

Key Insights from the Quantum Portfolio Optimization Challenge

Our challenge track, we asked participants to design and implement a quantum routine inside a portfolio optimization algorithm based on real-world datasets. The goal was to allocate investments across a set of assets, using the unique computational power of quantum devices to explore the solution space more efficiently than classical methods can. They could select where to put the quantum routine (asset selection, expected return guess, asset allocation, etc) and, using classical parts of well known algorithms, improve the behaviour of one or more steps of those algorithms using classical parts of well-known algorithms.

Portfolio optimization is a natural use case for quantum computing, as it involves solving complex optimization problems that quickly become intractable as the number of variables grows. We challenged participants to go beyond basic implementations and think creatively about how quantum mechanics could be leveraged to find optimal investment strategies.

To support the teams, QCentroid provided guidance, mentorship, and access to documentation and resources. Participants used their development environments along with different simulators, ensuring accessibility and flexibility across various teams.

Five teams took on the QCentroid challenge, each bringing their unique approach. The diversity of ideas and strategies showcased the richness of quantum algorithm design, reminding us of how early we still are in this field and how much potential lies ahead.

The winning team stood out with a particularly elegant approach to the problem. Using creativity, they transformed the problem into a well-known problem and solved it with a modified fundamental algorithm. They added some real-world constraints not to increase difficulty but to ease the solution.

Other teams solved the problem with approaches from graph theory to variational solutions with impressive theoretical results, aiming to explore how they could perform in the real world.

This kind of insight and originality is exactly what we hoped to see when designing the challenge. It confirmed that quantum-native thinking — building algorithms that align with how quantum systems behave — can offer new avenues for solving longstanding problems in finance and beyond.

Why Quantum Hackathons Matter for the Future of Quantum Computing

Beyond the technical solutions, what impressed us most was the participants’ passion, energy, and collaborative spirit. Teams navigated quantum concepts, implemented algorithms, tested code, and presented thoughtful final solutions. It was a reminder that the future of quantum computing is not just about hardware or software — it’s about people. And the future is bright.

Being part of this event reaffirmed QCentroid’s mission to make quantum and advanced computing accessible and useful for enterprises of all sizes. Through our QuantumOps platform, we aim to reduce the barriers to entry, helping organizations explore, integrate, and scale quantum solutions in a way that aligns with their business goals.

Events like the ETH Quantum Hackathon show we’re not alone in this mission. The momentum is building, and a new wave of quantum developers is emerging — one that is diverse, interdisciplinary, and deeply motivated to use this powerful technology for good.

Looking Ahead

We sincerely thank ETH Zurich, the organizers — Quantum Engineering Commission, AMIV, and VSETH —, professors, other sponsors, and, of course, the amazing participants who joined our challenge track. We’re excited to keep supporting initiatives like this and building bridges between academia, industry, and the quantum community.

If you’re curious to learn more about the Quantum Portfolio Optimization challenge or want to dive into some of the winning solutions, you can visit the official hackathon page here:
ETH Quantum Hackathon 2025

Let’s keep pushing boundaries, exploring new ideas, and making the quantum future a shared reality.

QCentroid: Powering Quantum Hub Innovation

From Quantum Access to Quantum Acceleration: Empowering Your Hub with QCentroid

Quantum Hubs like yours are the crucibles for the next wave of technological advancement. Your mission is critical: to cultivate innovation, nurture talent, and drive real-world quantum applications. But in today’s rapidly evolving quantum landscape, simply providing access to resources isn’t enough. To truly thrive and lead, your Hub must become an accelerator—a place where quantum potential is rapidly transformed into tangible solutions. QCentroid’s Quantum Hub acceleration platform is engineered with this precise goal in mind: to transform your Hub into a premier, high-velocity destination for quantum breakthroughs.

Is Your Quantum Hub Hitting These Roadblocks to Real Impact?

Managing a Quantum Hub effectively means confronting the dynamic, real-world scenarios that arise as you build a cutting-edge ecosystem. Do any of these challenges sound painfully familiar?

Beyond Reselling: Is Your Hub Offering Real Value or Just Access?
Partner agreements are a start, but are members still bogged down by complex interfaces and PoC setups? If setup outpaces breakthroughs, your Hub’s unique accelerator value diminishes.
Resource Blind Spots: Lacking Clear Cost and Usage Visibility?
Lacking a unified view of multi-partner resource use? This hinders cost advice, budget clarity, and efficient management of your Hub’s overall computational draw.
Event Execution Headaches: Hackathons Becoming Logistical Nightmares?
Are your showcase hackathons bogged down by backend integrations, complex benchmarking, and inconsistent tooling, turning them into support headaches for your team?
Demonstrating Value: Struggling to Attract Users & Showcase Impact?
Is operational friction slowing member results, hindering user attraction, and corporate engagement? Without tangible outcomes, proving your Hub’s value to sponsors becomes a major hurdle.

These aren’t isolated incidents; they are the daily realities for ambitious Quantum Hubs striving to deliver exceptional value. They scream for a platform that doesn’t just grant access, but actively dismantles complexity, ignites agility, and empowers both your members and your management team.

QCentroid: Your Hub’s Quantum Acceleration Engine

QCentroid delivers a comprehensive, vendor-agnostic QuantumOps platform specifically engineered for Quantum Hubs. We provide a managed environment that equips your members with universal access (to your pre-contracted partner resources) and advanced tools, enabling them to transform months of complex work into days of focused innovation. This approach ensures you maintain effortless control, achieve your strategic objectives, and amplify your Hub’s impact.

With QCentroid, your Hub can offer:

Unified, Vendor-Agnostic Access: Empower members with the freedom to utilize diverse QPUs and simulators from your Hub’s partners through a single, intuitive interface. They always have the right tool for their specific challenge, without the learning curve of multiple platforms.
Accelerated Development & Benchmarking: Leverage our integrated Launchpad and powerful analytical tools to shorten development cycles dramatically. Move from concept to validated result significantly faster.
Simplified User Management: Streamline onboarding, permission setting, and project organization, drastically reducing administrative overhead for your team.
Granular Cost & Usage Control: Implement transparent, effortless budget management and precise resource allocation across projects and users—all within one platform. Gain clarity on spending and optimize resource utilization.
A Premier Platform for High-Impact Events: Seamlessly host hackathons, workshops, and quantum challenges. Our platform handles the backend complexity, so you can focus on boosting engagement, fostering collaboration, and enhancing your Hub’s visibility.
A Low Technical Barrier to Entry: Benefit from minimal setup requirements on your end, complemented by low-code features and straightforward integration, making quantum exploration accessible to a broader range of your members.
(Optional) White-Label Branding: Present the QCentroid platform as your Hub’s own distinct, cutting-edge offering, reinforcing your brand and leadership.

Launch Your Hub’s Accelerated Quantum Offering – Quickly and Effectively

Integrating QCentroid is designed to be a smooth, efficient process:

Efficient Deployment: Choose the model that works for you—SaaS or on-premise. Minimal technical preparation is required from your team. We handle the heavy lifting.
Seamless Member Onboarding: Grant access, define permissions, and allocate budgets with straightforward administrative tools for all resources integrated into the platform. Get your members up and running in no time.
Drive Accelerated Innovation: Members can immediately begin to build, test, benchmark, and achieve results significantly faster. You gain a centralized overview for monitoring progress, managing resources effectively, and showcasing impact.

The QCentroid Advantage: A Clear Path to Enhanced Hub Performance

Adopting QCentroid isn’t just an operational upgrade; it’s a strategic move to elevate your Hub’s entire value proposition:

Attract & Retain Top Talent and Innovators: Offer a best-in-class, dynamic, and fast-paced quantum environment that becomes a magnet for leading researchers, developers, and quantum-curious corporates.
Boost Your Hub’s Reputation & Secure Engagement: Establish your Hub as a leader in applied quantum computing by showcasing rapid, verifiable results and successfully hosting prominent quantum events. Utilize our proven success stories and your members’ accelerated progress to build unwavering confidence with stakeholders and attract more users.
Maximize Operational Efficiency & ROI: Substantially reduce the infrastructure burden, technical overhead, and day-to-day complexity associated with managing access to diverse, integrated quantum resources. Free up your team to focus on strategic growth, not troubleshooting.
Future-Proof Your Hub’s Offering: Stay at the forefront of the quantum revolution with a flexible, vendor-agnostic platform that adapts to the evolving quantum landscape and allows you to easily incorporate new partners and technologies as they emerge.

QCentroid provides the essential tools and framework for your Hub to become a true catalyst for quantum breakthroughs, offering clear, measurable, and rapid upsides.

Proven in Leading Quantum Ecosystems

QCentroid is the trusted platform for organizations committed to making a significant, measurable quantum impact:

GenQ for QuantumCity: Powered a high-engagement quantum hackathon with 18 teams, significantly elevating QuantumCity’s visibility and serving as a foundational point for their ecosystem development. The result? Increased community engagement and a clear demonstration of quantum capabilities.
BIQAIN (Basque Quantum Hub): Selected QCentroid to deploy and customize its platform, providing a solution catalog and streamlined access to hardware from 12 hub partners. This accelerated quantum adoption and attracted new corporate members to their burgeoning ecosystem.
Moody’s Analytics: Utilized QCentroid (QuantumOps) to accelerate internal algorithm development and prototyping. Crucially, they also leveraged it to offer a customer-facing distribution platform for their innovative quantum-powered financial solutions. This translated to faster R&D and new commercial opportunities.

Ready to Transition from Fragmented Access to True Quantum Acceleration?

Move beyond merely providing siloed access to quantum resources. The time to accelerate innovation is now. Equip your members with the unified, powerful platform they need to achieve groundbreaking results faster. Solidify your Quantum Hub’s position as an indispensable leader in applied quantum development.

Discover how QCentroid can empower your Hub to revolutionize your quantum strategy.

Schedule Your Personalized Demo: See the platform in action and discuss our flexible partnership models tailored for Quantum Hubs.
Download Our Hub Solutions Brief: Get comprehensive details on how we transform Hub operations and outcomes.
Explore Partner Success Stories: See the tangible results QCentroid delivers for ecosystems like yours.

Schedule a demo with our team and check our Hub Solutions Page.

Partner with QCentroid and unlock the full, accelerated potential of your quantum ecosystem.

QCentroid at Seoul’s Quantum Finance Forum | Quantum computing in finance

An impactful week for QCentroid in Seoul! 🇰🇷

Our Co-founder, Antonio Peris, presented at the Quantum for Finance Forum, sharing how QCentroid’s orchestration platform unlocks quantum and advanced computing for practical enterprise use.

Antonio Peres, Quantum computing in finance, Seoul's Quantum Finance Forum

Key Insights from the Forum:

Quantum is Moving to Practice: Leading financial institutions like JPMorgan Chase and HSBC are not just exploring theory. They’re actively piloting quantum solutions for complex risk modeling and portfolio optimization. This signals a clear shift: quantum is becoming a tool for today, not just tomorrow.
Addressing Real-World Financial Challenges: Discussions highlighted quantum’s potential to tackle previously intractable problems in finance. Think more accurate fraud detection, hyper-personalized financial products, and significantly faster trade settlements. The impact? Enhanced efficiency, reduced risk, and new revenue streams.
Cross-Sector Collaboration is Key: The strong presence of finance leaders, IT experts, researchers, and policymakers underscored a vital point: building a robust quantum ecosystem requires diverse expertise and shared learning. This collaborative spirit is crucial for accelerating adoption and navigating the complexities of this new frontier.

Korea’s Quantum Leap – The Opportunity:

Strategic Advantage: Korea’s focused approach to quantum, backed by government initiatives and dynamic domestic champions like SDT Inc., offers a unique opportunity. By starting with a strategic vision, Korea can avoid early adopter pitfalls and build a highly competitive, quantum-ready financial sector.
Building Future-Proof Infrastructure: The discussions emphasized creating a foundational quantum infrastructure now. This means Korean industries can leapfrog older technologies, embedding quantum capabilities directly into their core operations for a lasting competitive edge.

QCentroid’s Role – Enabling Practical Quantum Adoption:

Learning from AI/ML’s Journey: The path to successful AI adoption taught us valuable lessons about the need for standardization, clear ROI demonstration, and user-friendly platforms. QCentroid applies these learnings, simplifying quantum access and integration, making it less of a research project and more of a business solution.
Orchestration is Non-Negotiable: As quantum hardware and algorithms diversify, an effective orchestration platform becomes essential. It allows businesses to benchmark different solutions, integrate with existing IT, and manage complex workflows. QCentroid provides this critical layer, ensuring enterprises can harness the best of quantum and keep track of breakneck technology progress.
Fostering Collaborative Ecosystems: Our platform is designed to support both private enterprise initiatives and broader collaborative projects, like those seen with @Moody’s or BIQAIN (Basque Quantum Hub). This flexibility helps accelerate innovation across the entire Korean quantum landscape.

A sincere thank you to the organizers – the Ministry of Science and ICT, SDT Inc., Future Quantum Convergence Forum (FQCF), KIST, and the Telecommunications Technology Association – for orchestrating such a pivotal event. Special appreciation to Natasha Kovacs for her outstanding efforts. It was also a pleasure to share the stage with experts and practitioners from JPMorgan Chase, HSBC, Deloitte, Opetek, ETRI, and @Yonsei University, and to engage with all the participants.

QCentroid is enthusiastic about contributing to Korea’s vibrant quantum future and quantum computing in finance. The potential for innovation and growth is immense, and we are ready to collaborate.

QuIC’s Recommendations for Europe’s Quantum Strategy: What It Means for Business (And Why You Should Care)

The European Quantum Industry Consortium (QuIC) has just published its recommendations for the EU’s Quantum Strategy, a document packed with insights, warnings, and, most importantly, opportunities. Carlos Kuchkovsky, CEO of QCentroid, has been one of the key contributors to this work, leveraging his experience as the former Head of Innovation at BBVA, as well as leading the work of the European Quantum Flagship on benchmarking and standardization. As he puts it in the recommendations, addressing organizations across Europe:

The challenge isn’t whether Quantum Computing will be relevant, but how fast companies can adapt.

But before you assume this is just another policy paper, slow down and take a look at our breakdown because details matter at this time. If you’re leading a company in finance, healthcare, logistics, or any data-heavy industry, what happens in quantum doesn’t stay in quantum. It’s about to change the way you do business.

Key Takeaways from the QuIC Report: What Matters for Business?

1. QuIC Recommends Europe Build Its Own Full-Stack Quantum Computer (Because Who Likes Dependencies?)

QuIC advises Europe to push for a “Made in Europe” quantum stack—hardware, software, and everything in between. The goal? Less reliance on non-European tech, more strategic independence.

Why you should care: Right now, quantum computing breakthroughs often come from the US, China, or Australia, for example. A strong European ecosystem means local businesses get better access, potentially with government-backed incentives. If you’re in an industry that needs high-powered computation (finance, logistics, pharmaceuticals), this is good news.

2. A Stronger Quantum Supply Chain (So We Don’t Have Another Chip Crisis, But With Qubits)

QuIC stresses the need for Europe to strengthen its quantum supply chain—funding research, securing raw materials, and creating a resilient network.

Why you should care: A stable supply chain means fewer bottlenecks when your business is ready to experiment with quantum solutions. It also means better pricing and competitive access to quantum hardware, reducing reliance on non-EU providers.

3. Making Europe a Quantum Investment Hotspot (Translation: Money Talks, Let’s Keep It Here)

QuIC’s recommendation? More incentives, better funding models, and smoother regulations to make Europe a more attractive place for quantum startups and investors.

Why you should care: If you’re considering dipping your toes into quantum, either through partnerships or direct investment, Europe is working on making it easier and more lucrative. Expect more accelerators, funding pools, and potential tax benefits.

4. Quantum Standards & Benchmarks (Because Right Now, It’s a Bit of a Wild West)

Quantum computing today is like the early days of AI—everyone’s hyped, but there’s little standardization. Europe wants to lead the way in setting benchmarks for performance, security, and interoperability.

Why you should care: If your company is considering quantum tech, clear standards will help you compare solutions apples-to-apples rather than trying to decode marketing jargon from different vendors. It also makes integration with existing IT infrastructure smoother. An insider tip: you can already compare many of the quantum solutions from various providers head-to-head with the QCentroid platform.

5. Turning Intellectual Property into Revenue (Instead of Just Cool Science)

Europe has world-class quantum research but has historically lagged in commercialization. The strategy aims to change that by improving how quantum intellectual property (IP) is protected and monetized. QuIC recommends that Europe focus on better protecting and commercializing quantum intellectual property.

Why you should care: More structured IP policies mean that investing in quantum won’t just be for big tech players. Mid-sized enterprises and even non-tech companies can find commercial angles, whether through licensing, collaborations, or applied research projects.

6. Building a Quantum Workforce (Because Someone Has to Understand This Stuff)

QuIC calls for major investment in education, training, and reskilling initiatives to ensure Europe has enough quantum-literate professionals—not just scientists, but also business leaders who know how to implement the tech.

Why you should care: Finding skilled quantum professionals today is like trying to hire blockchain developers in 2015—difficult and expensive. A structured workforce plan means better talent pipelines for businesses wanting to explore quantum applications.

7. Keeping European Quantum Independent (So We Don’t Have to Beg for Access Later)

Security is a major concern. QuIC emphasizes the need for European control over critical quantum technologies, especially cloud-based quantum services, whether in banking, defense, or healthcare.

Why you should care: If your business handles sensitive data, future EU regulations might favor quantum solutions developed and hosted within Europe. Getting ahead of compliance now could save you a lot of headaches later.

8. Quantum for Sustainability & Social Good (Not Just for Science Fiction Plots)

QuIC recommends that quantum support broader sustainability goals—both environmental and social. This includes promoting responsible innovation, supporting green quantum tech, and aligning with the UN Sustainable Development Goals.

Why you should care: As ESG reporting gets more serious, quantum applications in climate modeling, sustainable supply chains, and green energy could unlock real efficiencies and regulatory advantages. Plus, inclusive frameworks mean a more diverse future talent pool—and better optics for your brand.

Final Thoughts: What Should Businesses Do Now?

Start preparing for quantum computing. You don’t need a quantum team yet, but understanding potential applications in your industry will prepare you for the next step.
Keep an eye on EU funding and incentives. There is money available to support early adoption.
Consider partnerships. Why take all the risks and a budget hit going it alone? Join forces with one or more quantum teams at startups and vendors and share the burden. You help them advance, they help you get answers you need.

If you’re curious about how quantum computing could impact your business, now is the time to start paying attention.

Want to dive deeper? Read the full QuIC recommendations here and book a demo with our team.

QCentroid at MWC 2025: Quantum Computing Moves from Curiosity to Strategy

Pilar Troncoso, Antonio Peris, Alberto Calvo and Carlos Kuchkovsky at MWC 2025 Barcelona, Day 1

MWC Barcelona 2025 proved to be a pivotal moment for quantum technologies, with QCentroid at the forefront of transforming theoretical quantum concepts into practical business applications. Our team experienced four days of intense engagement, strategic partnerships, and real-time demonstrations that showcased how quantum computing is rapidly transitioning from speculative interest to concrete implementation strategies.

Day One: The Strategic Shift

The opening day at MWC25 demonstrated a marked evolution in how businesses approach quantum technologies. Conversations have notably shifted from exploratory curiosity to strategic planning, with corporations demonstrating sophisticated understanding of quantum’s potential business impact. Companies are now actively incorporating quantum solutions into their technology roadmaps rather than viewing them as distant possibilities.

Our participation in Telefónica’s “Quantum Technologies and Public-Private Collaboration” session highlighted how strategic partnerships accelerate quantum adoption across industries. Simultaneously, our contribution to the startup session “Turning Breakthroughs into Business: Deep Tech Disruptors” explored the critical pathway from scientific innovation to market-ready solutions.

QUORUM: Making Quantum Happen Through Public-Private Power Moves

While showcasing our platform at MWC, we also advanced the QUORUM initiative—a CDTI-funded program quietly transforming Spain’s quantum ecosystem. Instead of just talking about quantum possibilities, QUORUM lets us actually build them.

At MWC, this meant getting practical:

Rolling out our integration solutions that connect quantum computing to real industrial challenges and energy transition needs
Putting quantum algorithms through their paces with actual benchmarking for sustainability use cases
Breaking down barriers to quantum access with our Quantum-as-a-Service (QaaS) approach that works for both businesses and public organizations

QUORUM isn’t just another government program – it’s our accelerator for turning quantum theories into tools that tackle sustainability, climate, and digital transformation challenges. No fluff, just results

Day Two: Quantum at the Intersection of Public and Private Sectors

The second day centered on strengthening crucial relationships between quantum innovation and industrial strategy. Our partnership with Telefónica and the Bizkaia Provincial Council demonstrated how the QCentroid Platform serves as an essential bridge between advanced quantum computing capabilities and practical business applications.

Our CEO, Carlos Kuchkovsky, joined industry leaders from Banco Sabadell, Kimera Technologies, and Qbeast to address the challenges deep tech founders face when transforming scientific breakthroughs into viable business models. The evening concluded with an exclusive preview of our AI capabilities at the CMS and Moody’s event, setting the stage for our upcoming major announcement.

Day Three: Demonstrating Real-World Quantum Applications

Day three elevated our presence from discussion to demonstration. Rather than presenting theoretical concepts, we conducted a live demonstration of our AI assistant at the Quantum Flagship stage. This interactive session invited audience participation, with attendees suggesting industry challenges for real-time quantum use case identification.

When an audience member proposed “batteries manufacturing” as a test case, our AI assistant immediately generated relevant applications for materials research and catalyzers. This practical demonstration illustrated how quantum-powered AI can deliver immediate value across sectors—emphasizing results over promises.

The Quantum Flagship event drew an impressive cross-section of stakeholders, from public officials and economists to industry leaders and companies exploring quantum integration. Concurrently, we unveiled customized features for Bank Sabadell’s committee, further demonstrating our commitment to developing sector-specific quantum solutions.

Day Four: Engaging the Next Generation of Quantum Talent

The final day brought a fresh perspective as university students visited our quantum technologies spaces. These interactions provided valuable insights for our upcoming developer tools while reinforcing the importance of nurturing young talent in the quantum ecosystem.

A visit from the Secretaría de Estado de Digitalización e Inteligencia Artificial (SEDIA) highlighted the critical role of public-private collaboration in advancing quantum initiatives. This governmental engagement underscores the strategic importance of quantum technologies at the national level.

Looking Forward: From Exploration to Implementation

As MWC Barcelona 2025 concluded, one thing became abundantly clear: Quantum computing has moved beyond theoretical discussions and entered the phase of practical implementation. Businesses are no longer asking “if” quantum will impact their operations but “how” and “when” to integrate quantum advantages into their strategic planning.

QCentroid stands ready to facilitate this transition, providing the expertise and platform capabilities needed to transform quantum potential into business reality. The connections established and demonstrations conducted at MWC25 have positioned us to accelerate quantum adoption across industries in the coming year.

The quantum future isn’t just approaching—it’s here, and it’s time for businesses to take action. Schedule a call with us, and let’s move together.

QCentroid Announces the Quantum Computing Readiness Assessment Tool at MWC

QCentroid is excited to unveil our Quantum Computing Readiness Assessment Tool at this year’s Mobile World Congress (MWC). As quantum computing progresses, businesses across various industries seek to understand how to utilize this groundbreaking technology. Our new tool is designed to provide companies with a clear and actionable assessment of their readiness to adopt quantum computing solutions.

The Quantum Computing Readiness Assessment Tool is an intuitive, data-driven platform that enables organizations to assess their current capabilities, identify key areas for development, and receive tailored recommendations on how to integrate quantum computing into their operations. Whether your company is new to quantum technology or already exploring potential applications, this tool will provide valuable insights to help you take the next steps toward quantum adoption.

In addition to this tool, QCentroid is also introducing two other powerful resources that are included in the QCentroid Platform to help businesses navigate the quantum landscape.

The Use Cases and Strategy Generator helps companies identify the most relevant quantum computing applications for their industry and build a roadmap for adoption.

And the Use Cases Solutions Explorer, designed to provide an in-depth analysis of real-world quantum solutions, helping businesses understand how quantum computing can solve their specific challenges.

At MWC, visitors will have the opportunity to see a preview of these tools in action, interact with our experts, and learn how quantum computing can enhance business strategies, optimize complex processes, and unlock new opportunities. Our team will be available to discuss industry-specific use cases and how QCentroid’s solutions can help businesses navigate the quantum revolution.

We invite all attendees to visit our stand at MWC to explore the Quantum Computing Readiness Assessment Tool firsthand. Don’t miss this chance to evaluate your company’s quantum potential and discover how QCentroid can support your journey into the future of computing.

Join us at MWC and take the first step toward quantum advantage!

Quantum and advanced computing OPs cycle. A framework for QAC adoption and integration

Quantum Computing is no longer a futuristic concept —it’s here, and it’s reshaping industries. But for many organizations, the path to integrating quantum into their operations is riddled with challenges. The journey is far from straightforward, from navigating the steep learning curve to aligning quantum efforts with tangible business outcomes.

This is where QCentroid’s QuantumOps Platform comes into play. Positioned as a bridge between quantum potential and real-world impact, the platform is designed to help enterprises easily and efficiently navigate the Quantum and Advanced Computing Operational Cycle (QAC-Ops). With its suite of tools and services, QCentroid empowers organizations to embrace quantum computing without the complexity, ensuring a seamless transition into this transformative era.

Challenges in Quantum Computing Adoption

Quantum computing operates on principles fundamentally different from classical systems. Its unique ability to process complex computations opens up opportunities in fields like logistics optimization, portfolio management, and drug discovery. However, this potential is often locked behind a wall of technical challenges.

Enterprises frequently struggle with three main hurdles: identifying meaningful use cases, integrating quantum workflows with existing classical systems, and scaling solutions to deliver measurable ROI. These obstacles often deter organizations from fully committing to quantum adoption, leaving them unsure where to start.

How QCentroid Makes the Difference

QCentroid simplifies the quantum adoption journey by providing an end-to-end platform that addresses every phase of the QAC-Ops cycle. Starting with readiness assessment, the platform helps organizations evaluate their current capabilities, resources, and alignment with quantum opportunities. Its intuitive tools guide users in identifying high-value use cases tailored to their specific industry needs.

With the QCentroid platform Roadmap Visualization and Prioritization tool, organizations can create, prioritize, and visualize all the relevant use cases in their industry, classified by different metrics such as business impact, complexity, or impact on energy consumption. This helps to have a visual map and a more clear understanding of where to direct the efforts during the whole process.

When it comes to experimentation, QCentroid platform supports enterprises in running pilot projects and proofs of concept (PoCs), offering a user-friendly interface and an integrated and cloud-hosted development environment for developing and testing quantum algorithms. Businesses can experiment with quantum solutions confidently, knowing they’re supported by a robust, scalable environment that minimizes risks and accelerates results. Also, during this initial phase, the built-in Synthetic Data Generation tool allows organizations to start experimenting without compromising data security and privacy, focusing on evaluating the algorithms and the hardware options.

During this phase, the Experiment Tracking and Benchmarking tool analyses every job run and provides all the necessary information and insights of the PoCs in a meaningful way through comprehensible charts and data tables, to help decide which combination of technologies works best for each use case.

Bridging the Classical-Quantum Divide

Or How to Integrate Quantum and Classical Systems Seamlessly

One of the biggest pain points in quantum adoption is integration—how do you make quantum systems work with your existing IT infrastructure? QCentroid addresses this challenge with its powerful APIs and SDKs that enable seamless interaction between classical and quantum systems. Each algorithm implemented in the platform is automatically assigned an API endpoint, making integrations quicker and more efficient. Additionally, through the Production Solver Selection tool, the IT team can generate an all-in-one endpoint per use case and redirect it to the desired solver with one click.

The platform is hardware-agnostic, providing access to leading quantum processors via the cloud. This flexibility ensures that businesses can explore multiple hardware options without vendor lock-in, optimizing for the best fit as technology evolves. Furthermore, QCentroid’s workflow orchestration tools ensure smooth data exchange between classical and quantum components, creating a hybrid environment where both technologies complement each other effectively.

But, of course, all this is not limited to Quantum Computing. Any other Advanced Computing techniques and providers are constantly being incorporated into the platform, so your organization always has access to the best combination of hardware and software.

Scaling Made Simple

Once the foundational work is done, scaling quantum solutions becomes the focus. QCentroid’s platform is equipped with Advanced Monitoring and Analytics tools to optimize performance at scale. Real-time insights into algorithm efficiency and hardware utilization help enterprises fine-tune their operations, ensuring quantum projects deliver maximum value.

Moreover, the platform supports collaborative features, enabling teams to work efficiently across departments or even with external quantum experts. This collaborative approach fosters innovation and accelerates the time-to-market for quantum-driven solutions.

Continuous Evolution with the Feedback Loop

Quantum computing is a rapidly evolving field, and staying ahead means embracing change. QCentroid’s platform is designed with this in mind, supporting iterative learning and continuous improvement. Built-in feedback mechanisms allow organizations to refine their strategies based on real-world outcomes, integrating the latest advancements in quantum technologies as they emerge.

This adaptability ensures businesses remain at the forefront of quantum innovation, leveraging early wins to build momentum and drive long-term success.

At this point again, the Production Solver Selection tool allows quick railroad switch to a better solution as they emerge during the cycle in the experimentation and benchmarking phases.

Why QCentroid?

QCentroid doesn’t just offer tools, not even an all-in-one platform; it offers a vision—a future where quantum and advanced computing becomes an accessible and integral part of enterprise operations. The platform’s ability to simplify the QAC-Ops cycle, from readiness to scaling and optimization, positions it as a trusted partner for organizations aiming to unlock quantum’s transformative potential.

By removing barriers and providing a cohesive framework, QCentroid enables companies to focus on what matters most: solving complex problems, driving innovation, and staying competitive in an increasingly quantum-driven world.

Ready to embark on your quantum journey? Learn how QCentroid’s QuantumOps Platform can help your organization bridge the gap between quantum potential and real-world impact by visiting our Quantum as a Service page. Let’s make the quantum future a reality—together.

Quantum Computing OPs cycle. A framework for QC adoption and integration

This is where QCentroid’s QuantumOps Platform comes into play. Positioned as a bridge between quantum potential and real-world impact, the platform is designed to help enterprises easily and efficiently navigate the Quantum Computing Operational Cycle (QC-Ops). With its suite of tools and services, QCentroid empowers organizations to embrace quantum computing without the complexity, ensuring a seamless transition into this transformative era.

Challenges in Quantum Computing Adoption

How QCentroid Makes the Difference

Bridging the Classical-Quantum Divide

Or How to Integrate Quantum and Classical Systems Seamlessly

But, all this is not limited to Quantum Computing. Other Advanced Computing techniques and providers are also being incorporated into the platform, so your organization always has access to the best combination of hardware and software.

Scaling Made Simple

Continuous Evolution with the Feedback Loop

This adaptability ensures businesses remain at the forefront of quantum innovation, leveraging early wins to build momentum and drive long-term success.

At this point again, the Production Solver Selection tool allows quick railroad switch to a better solution as they emerge during the cycle in the experimentation and benchmarking phases.

Why QCentroid?

QCentroid doesn’t just offer tools, not even an all-in-one platform; it offers a vision—a future where quantum computing becomes an accessible and integral part of enterprise operations. The platform’s ability to simplify the QC-Ops cycle, from readiness to scaling and optimization, positions it as a trusted partner for organizations aiming to unlock quantum’s transformative potential.