QuTwo sells quantum-ready AI orchestration

Finnish entrepreneur Peter Sarlin is backing a new startup, QuTwo, that wants companies to start “running on quantum” before practical quantum computers can deliver a clear advantage. According to TechCrunch, QuTwo is building an orchestration layer called QuTwo OS that routes workloads across classical, “quantum-inspired,” and eventually quantum hardware, while selling design partnerships already worth “tens of millions.”

The sales pitch is that AI is running into an efficiency wall: training and inference are consuming more power and more money, and marginal gains are getting harder. Sarlin argues that quantum computing may eventually help, but he is not betting on a timeline. Instead, QuTwo is offering enterprises a way to reorganise their AI systems now so that, if quantum hardware becomes useful later, they can swap it in without rewriting everything. In practice, that means building around hybrid computing and “quantum-inspired” methods that run on classical chips while simulating some quantum behaviour.

The company is already using that framing to win corporate partners. TechCrunch reports that European fashion retailer Zalando is working with QuTwo on “lifestyle agents” that go beyond search and proactively suggest products and experiences. QuTwo has also launched a joint quantum-AI research initiative with Finnish financial group OP Pohjola. The board and founding team are structured to reassure both sides of the market: Sarlin and former Silo AI colleagues on enterprise delivery, and IQM cofounder Kuan Yen Tan plus other Finnish quantum figures on the hardware narrative.

What QuTwo is selling today is not quantum speedups, but an intermediate layer that sits between business applications and compute. That can be valuable—routing, abstraction, and portability are real needs in complex stacks—but it also creates dependency. Once an orchestration layer becomes the place where models, data pipelines, and specialised algorithms are wired together, replacing it is costly, regardless of whether quantum hardware ever arrives. “Design partnerships” reinforce that: the customer pays to co-develop the vendor’s product, and then has to live with the resulting architecture.

Quantum computing has a long history of promising future breakthroughs while offering few near-term benchmarks that non-specialists can verify. QuTwo’s bet is that enterprises will pay now for organisational readiness and optionality, with the bill justified as insurance against being late.

Sarlin sold his previous company to AMD for $665 million; his next one is asking customers to fund the transition before the destination is defined.