Startup QuTwo is developing hybrid AI and quantum-inspired computing tools to help enterprises prepare for the future of quantum computing.
Peter Sarlin, known for building successful AI companies, is once again stepping into the startup world with a new vision. Eighteen months after selling his AI company to Advanced Micro Devices for $665 million, Sarlin has moved on from leading the unit known as AMD Silo AI to focus on new ventures.
Sarlin now serves as chairman of two companies: NestAI, a physical AI research lab, and QuTwo, a startup focused on preparing enterprises for the coming era of quantum computing. While many companies are waiting for quantum hardware to mature, Sarlin’s approach is different — he wants businesses to start preparing today.
The goal behind QuTwo is to bridge the gap between current computing systems and future quantum machines. By combining artificial intelligence with hybrid computing models, the company aims to help organizations gradually transition from classical computing systems to quantum-enhanced workflows without waiting for quantum hardware breakthroughs.
Building an “AI Lab for the Quantum Era”
QuTwo describes itself as “an AI lab for the quantum era.” The startup is currently funded by Sarlin’s family investment office, PostScriptum, which allows the company to focus on long-term research and development rather than immediate venture capital pressure. This funding structure gives QuTwo flexibility while it builds its technology platform.
The startup believes that artificial intelligence systems are approaching an efficiency ceiling with traditional computing methods. As AI models grow more complex, they require massive computing power and energy consumption. Quantum computing could eventually address these challenges by performing certain calculations far more efficiently than classical machines.
Instead of waiting for that future, QuTwo is developing tools that allow businesses to start integrating hybrid computing approaches today. These tools help enterprises combine classical systems with emerging quantum or quantum-inspired technologies, preparing them for a computing environment that will evolve gradually rather than suddenly.
Early Enterprise Partnerships
Although the startup is relatively new, QuTwo is already working with enterprise customers. One of its most prominent collaborations is with Zalando, where the two organizations are developing AI-powered “lifestyle agents.” These digital assistants go beyond simple product searches to provide more personalized recommendations.
Lifestyle agents aim to understand consumer preferences and behaviors in a deeper way. Instead of responding only when users search for a product, the AI system proactively suggests items, experiences, and lifestyle choices based on patterns in user data and interactions.
This approach represents a shift toward more intelligent digital commerce systems. By integrating advanced AI capabilities with new computing architectures, companies like Zalando hope to create more engaging and personalized shopping experiences that anticipate consumer needs before they are explicitly expressed.
The Role of QuTwo OS
At the center of QuTwo’s strategy is a platform known as QuTwo OS. This system acts as an orchestration layer that helps organizations manage workloads across different computing environments, including classical computers, quantum-inspired systems, and eventually real quantum hardware.
Instead of forcing companies to choose a single computing model, QuTwo OS routes tasks to the most suitable hardware available. This flexible approach ensures that organizations can continue using existing infrastructure while gradually integrating more advanced computational resources as they become practical.
The platform is designed to support multiple types of algorithms and processors. Whether companies use traditional CPUs, GPUs, or emerging quantum chips, QuTwo OS can manage how tasks are distributed across these systems, helping enterprises adapt to evolving technology without major disruptions.
Quantum-Inspired Computing as a Bridge
One of the most practical approaches currently available is known as quantum-inspired computing. Unlike real quantum computers, which rely on fragile quantum bits and specialized hardware, quantum-inspired methods run on conventional computers while simulating certain quantum behaviors.
This approach allows researchers and companies to experiment with quantum-style algorithms without needing access to full quantum machines. By mimicking quantum techniques using classical hardware, developers can solve optimization problems, complex simulations, and certain AI workloads more efficiently than traditional methods alone.
QuTwo sees quantum-inspired computing as an essential bridge between today’s technology and tomorrow’s breakthroughs. While true quantum hardware remains limited and expensive, quantum-inspired techniques provide a way for businesses to explore new computational strategies immediately.
Investments in the Quantum Ecosystem
Sarlin has already demonstrated a strong interest in the quantum computing sector through investments in companies developing quantum hardware and software. Through PostScriptum, he has backed firms such as IQM and QMill.
These companies focus on building the next generation of quantum processors and algorithms, contributing to the broader ecosystem needed for quantum computing to become commercially viable. Sarlin believes that quantum systems will eventually outperform classical computers in many complex industrial applications.
Another important advantage of quantum technology is energy efficiency. As AI systems require more computational power, energy consumption has become a major challenge for data centers worldwide. Quantum computing could significantly reduce the energy required for certain calculations, making it an attractive long-term solution.
A Team Bridging AI and Quantum Science
QuTwo’s leadership team combines expertise from both artificial intelligence and quantum computing. On the quantum side, the company includes figures such as Kuan Yen Tan, a cofounder of IQM, and Antti Vasara, who serves as a board member and is also chair of the semiconductor startup SemiQon.
The enterprise technology perspective is represented by Sarlin and his longtime collaborator Kaj-Mikael Björk, who previously worked together at Silo AI. Their experience in building enterprise-focused AI solutions plays a major role in shaping QuTwo’s business strategy.
Another notable addition to the board is Pekka Lundmark, who brings leadership experience from the global telecommunications industry. His presence reflects QuTwo’s ambition to build technology platforms capable of serving large-scale corporate customers.
Expanding Applications Across Industries
Although retail partnerships like Zalando highlight QuTwo’s capabilities, the startup’s technology could apply to many different industries. Companies dealing with large datasets, optimization problems, or complex simulations could benefit from hybrid computing approaches combining AI and quantum techniques.
Financial services represent another promising sector. QuTwo recently launched a joint research initiative with OP Pohjola to explore quantum AI applications in banking and finance. These systems could potentially improve risk analysis, fraud detection, and investment modeling.
Other industries likely to explore quantum computing include pharmaceuticals, logistics, energy, and climate modeling. Each of these fields involves complex calculations that could benefit from the speed and efficiency promised by future quantum machines.
Commercial Partnerships and Early Revenue
Despite being an early-stage company, QuTwo is already pursuing commercial partnerships with large enterprises. Sarlin revealed that some of these design partnerships involve deals worth tens of millions of dollars, indicating strong interest from companies eager to explore emerging computing technologies.
Design partnerships involve collaborative product development between vendors and customers. Instead of purchasing finished software, enterprise partners work directly with QuTwo’s engineering teams to shape the platform’s capabilities and ensure it solves real-world business problems.
This strategy allows QuTwo to build its product around the needs of large organizations while generating revenue during the development process. It also gives partner companies an early advantage in adopting advanced computing methods before they become mainstream.
Preparing for the Quantum Future
The timeline for widespread quantum computing adoption remains uncertain. Some experts believe practical quantum machines could take another decade to become widely available, while others expect gradual progress in the coming years. Regardless of the timeline, companies that prepare early may gain a strategic advantage.
QuTwo’s approach reflects this mindset. By focusing on hybrid computing systems and flexible software architecture, the startup aims to ensure that enterprises can adopt quantum capabilities as soon as they become practical, without completely redesigning their existing infrastructure.
For businesses already investing heavily in artificial intelligence, preparing for quantum computing may be a logical next step. Combining AI with quantum algorithms could unlock new levels of computational efficiency, potentially transforming industries that rely on complex data analysis.
Conclusion
QuTwo represents an ambitious attempt to bridge two of the most transformative technologies of the modern era: artificial intelligence and quantum computing. Rather than waiting for quantum hardware to mature, the startup is helping companies begin the transition today through hybrid computing platforms and AI-driven solutions.
Led by experienced entrepreneur Peter Sarlin, QuTwo is positioning itself as a key player in the emerging quantum AI ecosystem. With enterprise partnerships already forming and significant technical expertise behind it, the company aims to ensure that businesses are ready for the quantum future long before it fully arrives.
If quantum computing ultimately delivers on its promise, companies that prepare early may gain a powerful competitive advantage. Through its combination of AI, flexible computing infrastructure, and enterprise collaboration, QuTwo hopes to be the platform that guides organizations into that next generation of computing.
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