Production planning
Sequencing thousands of jobs across machines, shifts, and constraints without stalling the line.
Swiss Quantum-AI Infrastructure
Quantum intelligence for
enterprise decisions.
Qentis AI connects private LLMs with quantum optimization engines to solve complex business problems in manufacturing, logistics, finance, and life sciences.
- Hybrid
- classical + quantum architecture
- Private
- LLMs on your data, your boundary
- Vendor-neutral
- IBM Quantum-ready by design
The Problem
Powerful AI. The wrong tool for hard optimization.
Modern LLMs reason, summarize, and generate with remarkable fluency. But the highest-value enterprise decisions are combinatorial optimization problems — where the number of possible solutions grows faster than any language model, or any classical heuristic, can reliably search.
Supply chain routing
Balancing cost, capacity, carbon, and service levels across a live global network.
Inventory allocation
Positioning stock across sites and channels under volatile, uncertain demand.
Financial risk
Portfolio construction and stress simulation across enormous, correlated scenario spaces.
Molecular simulation
Exploring chemical and conformational spaces that scale exponentially with system size.
ERP workflow bottlenecks
Decisions buried in approvals and back-office processes that never reach an optimizer.
Language models are exceptional at understanding intent and orchestrating work. They are not designed to search vast combinatorial spaces. Bolting bigger models onto the problem raises cost without changing the mathematics.
The Architecture
A hybrid classical-quantum decision pipeline.
Qentis AI keeps LLMs doing what they do best — understanding, reasoning, and orchestration — and routes hard optimization to purpose-built engines and quantum-ready backends. One governed pipeline, from natural-language intent to executed decision.
Understand
Private LLM
Reasons over enterprise context inside your security boundary.
Orchestrate
Agent Orchestration
Plans, decomposes, and dispatches each task to the right engine.
Optimize
Quantum Decision Engine
Formulates optimization problems and selects the best solver.
Compute
IBM Quantum · Classical Solvers
Quantum, quantum-inspired, and classical compute — chosen per problem.
Results flow back into your systems of record — ERP, CRM, Data Lake, and BI tools — as decisions your teams can act on, with humans in the loop where it matters.
The Platform
Three layers. One decision platform.
Qentis AI is modular by design. Adopt the orchestration layer first, add the quantum-ready engine when your problems demand it, and connect it to the enterprise systems you already run.
Qentis Orchestrate
LLM-based orchestration for business workflows. Private language models interpret intent, coordinate agents, and drive multi-step processes end to end — with full traceability and human approval gates.
- Agentic, multi-step workflow automation
- Private, in-boundary model deployment
- Audit trails and human-in-the-loop control
Qentis Quantum Engine
A quantum-ready optimization layer that maps business problems to the right solver — classical, quantum-inspired, or quantum — and connects to cloud quantum backends as the technology matures.
- Automatic problem formulation (QUBO / Ising)
- Solver selection across classical & quantum
- IBM Quantum-ready, vendor-neutral connectors
Qentis Enterprise Connect
Secure, governed integrations with the systems you already trust — ERP, CRM, data platforms, and enterprise applications — so optimized decisions land where work actually happens.
- Connectors for ERP, CRM & data platforms
- Enterprise SSO, encryption & access control
- Deploy in your cloud, region, or private tenant
Use Cases
High-value decisions, engineered for optimization.
Wherever the number of options explodes, Qentis AI turns an intractable search into a governed, explainable decision.
Supply Chain Optimization
Route, allocate, and schedule across a live network — balancing cost, capacity, service levels, and sustainability.
Logistics · Retail · ManufacturingProduction Planning
Sequence jobs, machines, and shifts under real constraints to raise throughput and cut changeover loss.
Manufacturing · IndustrialPortfolio & Risk Optimization
Construct portfolios and simulate risk across vast, correlated scenario spaces with tunable objectives.
Financial ServicesPharma & Molecular Simulation
Explore chemical and conformational spaces to focus experimental effort where it counts.
Pharma · Life SciencesERP Decision Intelligence
Surface optimized decisions inside procurement, planning, and back-office workflows — not buried in reports.
Enterprise OperationsDigital Twin Optimization
Optimize against a living model of your operation to test decisions before they hit the real world.
Industrial · Energy · InfrastructureWhy Switzerland
Engineered where precision and trust are the standard.
Qentis AI is built in Switzerland — and it shows in how we design, secure, and deliver. Neutral, private, and precise, next to some of the world's best research and most demanding industry.
Swiss precision
Rigorous engineering and disciplined delivery, from architecture to production.
Privacy by default
A jurisdiction known for data protection, with private-by-design deployment.
Enterprise trust
Neutral and independent — no lock-in, no hidden agenda, no data resale.
Research proximity
Close to world-class institutions and advanced manufacturing, finance, and pharma.
Trust & Governance
Built for the enterprise from the first commit.
Quantum-assisted AI only earns a place in production if it is secure, governed, and honest about what it can do. That principle shapes every layer of Qentis AI.
Private LLM architecture
Models run inside your security boundary. Your data trains no one else and leaves no trace outside your tenant.
Enterprise security
Encryption in transit and at rest, SSO, granular access control, and full auditability by default.
Vendor-neutral design
No lock-in to a single model, solver, or cloud. We select the best tool for each problem.
IBM Quantum-ready
A hybrid classical-quantum architecture that connects to quantum backends as they mature.
Cloud-native deployment
Run in your cloud, your region, or a private tenant — scalable, observable, and resilient.
Human-in-the-loop governance
People stay in control. Every high-stakes decision is explainable, reviewable, and approvable.
Our honest position on quantum. Qentis AI does not run language models natively on quantum computers, and we do not promise quantum advantage or guaranteed speedups today. We build a hybrid classical-quantum architecture — quantum-assisted AI and quantum-ready optimization — that delivers value on classical hardware now and is engineered to harness quantum backends as the technology matures.
Build your quantum-ready AI strategy.
Start with a focused feasibility workshop. We map your highest-value optimization problems, assess data and integration readiness, and design a pragmatic path from today's classical systems to a hybrid quantum-ready future.