Optimization that scales — when others fail.
Quicopt solves highly complex optimization problems with quantum-inspired algorithms — on standard hardware. No million-euro quantum computer. No “unsolvable”.
Established solvers fail when complexity grows.
Beyond a critical problem size, standard solvers give up or run for hours. Quicopt scales exactly where others break down.
“Unsolvable”
Established solvers stall on highly complex combinatorial problems. Quicopt delivers real solutions there — in minutes, not never.
Long runtimes
As variable count grows, established solvers reach their limits. Quicopt’s heuristic approach scales polynomially — even with thousands of variables.
Quantum computers: €10–20 million
Real QPUs are not production-ready and cost tens of millions. Quicopt delivers quantum-inspired performance on standard hardware — today.
No scalability
Growing supply chains, more suppliers — established solvers reach their limits.
Your problem. Our solver. Your result.
How Quicopt works
Problem modeling
Your optimization problem is translated into quantum-ready form. Our team handles the modeling.
Quantum-Inspired Solving
Our algorithms run on standard hardware. No quantum computer needed — full performance today.
Integration & Output
Results via REST API, CSV or directly into your ERP. No black box — full traceability.
Quantum-Ready
Our modeling framework is hardware-agnostic. Migration to QPUs without reformulation.
Where others give up, Quicopt starts.
“We had implemented our procurement optimization with CP-SAT, but the runtime wasn’t acceptable under our hardware constraints. Quicopt gave us results up to 50× faster — and integrated directly into our workflow.”
One solver. Wherever complexity dominates.
Quicopt gets stronger as problems grow more complex — more variables, more constraints, more dependencies.
Electronics & EMS
Multi-supplier BOM with thousands of SKUs and price tiers — exactly where established solvers give up.
Production & Manufacturing
Production scheduling with hundreds of machines and constraints — real-time solvable instead of overnight.
Logistics & Supply Chain
Route and warehouse optimization with dynamic constraints — combinatorially too complex for standard solvers.
Pharma & Healthcare
Clinical resource planning and compliance with regulatory constraints.
Energy & Utilities
Portfolio optimization and asset dispatch with thousands of variables — too large for established solvers.
Construction & Infrastructure
Project resource and procurement planning across many trades — highly connected, highly complex.
Quicopt Compared
Real benchmark results against established solvers and quantum hardware.
| Compared to | Problem type | Quicopt advantage | Key insight |
|---|---|---|---|
| Gurobi | QCQP | Up to 100× faster, better solutions | No reformulation needed — Quicopt solves LABS natively |
| CP-SAT (OR-Tools) | Real-world MILP | Up to 50× faster | Active pilot with European electronics scale-up |
| Simulated Bifurcation | QUBO | Up to 10× lower avoidable cost | Better solution quality, not just speed |
| D-Wave (QPU) | QUBO | Comparable results | No qubit count or graph connectivity limits |
* Results from internal benchmarks. Performance varies by problem instance and size. The Gurobi comparison was performed on LABS instances from the QOBLIB dataset. We always recommend a direct test with your data. (QOBLIB)
Quantum performance. Without the quantum price.
Real quantum computers are fascinating — but €10–20M, not production-ready, and not yet scalable for your problems. Quicopt delivers today.
- ✓Standard hardware — PC, server or cloud. No special infrastructure.
- ✓Production-ready — Pilot running. Measurable results, real integration.
- ✓Scalable today — Thousands of variables, real constraints, productive use.
- ✓SaaS pricing — Monthly subscription, no CapEx, cancel anytime.
- ✓Quantum-Ready — Quantum-inspired framework migrates directly to QPUs when production-ready.
- ✗€10–20 million — Hardware investment before a single line of code runs.
- ✗Still experimental — Current QPUs are too error-prone for production.
- ✗Qubit limitation — Industrial problems far exceed today’s qubit count.
- ✗Cryo infrastructure — Operation near absolute zero — complex and expensive.
- ✗No SaaS — High integration and operational effort for every application.
Scientific foundation. Commercial execution.
- 1Quantum-inspired algorithms Hyper-efficient heuristics on classical hardware — no QPU required.
- 2Quantum-inspired framework Hardware-agnostic. Runs on CPU/GPU today, QPU tomorrow — no reformulation needed.
- 3Strength at high complexity Scales with thousands of variables where established solvers need multi-hour runtimes.
- 4Research base PGI-12 / FZJ Developed at the Institute for Quantum Computing Analytics (PGI-12), Forschungszentrum Jülich.
- 5Peer-reviewed Methodology published in PRX Quantum, Physical Review A and further refereed journals.
Our Origin
Built on decades of research excellence in mathematical optimization.
Quicopt is a spin-off from Forschungszentrum Jülich, one of Europe’s largest interdisciplinary research centers. Backed by Helmholtz Enterprise, we translate cutting-edge research into industrial-grade optimization solutions.
Our team combines deep expertise in quantum computing, mathematical optimization, and high-performance computing. We deliver algorithms that are not just theoretically sound, but proven in real-world applications.
Backed by
See Quicopt on your own problem.
No generic scenario — we compute with your real data.
Request Live Demo
Whether you have a specific optimization problem or want to explore what’s possible — reach out.
Visit us at Hannover Messe 2026