The research base
The overall body of work behind the optimization core — publications spanning quantum, HPC and applied optimization, on the QuMatrix site.
QuMatrix research →Research
Quantum-optimized logistics, grounded in QuMatrix research.
QuGradient is the commercial spin-off of QuMatrix — it productizes fifteen years of quantum-AI optimization research into software you can measure. The publications, capabilities and people behind the IQ product family live at QuMatrix; this page is the bridge to them.
The science behind QuGradient
A research result, becoming a product.
The quantum and quantum-inspired optimization inside RouteIQ, DispatchIQ, FlowIQ and SemanticIQ comes out of QuMatrix — a decade and a half of applied work across quantum computing, HPC, AI/ML and robotics, built with a research and engagement network of labs, institutions and enterprises.
The science behind QuGradient — research & engagement network at QuMatrix
Explore the research
Go deeper at QuMatrix.
We don't duplicate the science here — QuMatrix keeps the full publication record and technical detail. Three ways in:
Capabilities
How the science maps to practice — quantum machine learning, AI robotics, post-quantum security and HPC simulation.
QuMatrix capabilities →The company & team
The scientists behind the work and the QuMatrix organization that QuGradient spun out of.
QuMatrix company →From research to results
See the science on your data.
The research is the foundation; the proof is a benchmark on your own routes. Bring a slice of your data and we'll show you the delta.