Quantum AI native
AI, advanced optimization, quantum-inspired methods, quantum computing and hybrid execution, combined, not chosen between.
Quantum AI · Enterprise Optimization
Quantum AI for complex enterprise decisions.
QuGradient combines AI and quantum technologies to solve complex, NP-hard enterprise decisions.
Applications stay stable. Algorithms evolve. Hardware remains interchangeable.
See it work
From business problem to benchmarked decision.
Problem → compose → formulate → select solver → execute → decide.
The science behind QuGradient — research & engagement network at QuMatrix
The opportunity
Complexity Is Outgrowing Traditional Decision-Making.
The decisions that shape businesses are becoming harder to optimize.
From where to invest and how to structure operations, to allocating GPUs, training foundation models, routing fleets, scheduling production, assigning spectrum, constructing portfolios, and balancing energy grids, the number of possible choices and constraints can grow exponentially.
QuGradient uses Quantum AI to navigate this complexity and find better solutions, helping organizations reduce costs, unlock capacity, improve performance, and accelerate growth.
20+
Quantum AI Assets
Any
1
Hardware-independent platform
20yr
Of quantum & AI research behind it
The products
Four optimization capabilities. Thousands of enterprise decisions solved.
DesignIQ
What should we choose, configure or design? Selection · configuration · partitioning · portfolio construction · architecture & topology design.
Design, Selection & Configuration
ResourceIQ
What resources should go where? Assignment · allocation · matching · placement · packing · facility location · capacity optimization.
Assignment, Allocation & Placement
ScheduleIQ
When should activities happen, and in what sequence? Scheduling · sequencing · timetabling · rostering · workforce & temporal optimization.
Scheduling & Sequencing
RouteIQ
How should physical or digital entities move through a network? Routing · path selection · traffic · vehicle & network routing · physical and digital flows.
Routing, Paths & Networks
Composable by design. You don't have to choose one. Industry solutions are compositions of these products: an Optimization Composer assembles the capabilities a decision needs, whether that's one product or all four.
Why QuGradient
Quantum AI without the quantum lock-in.
Hardware independent
No client dependency on one QPU, cloud, solver or vendor roadmap. Your application doesn't change when the execution technology does.
Composable
Build complex solutions from four reusable optimization products, composed to fit the decision rather than forced into one mould.
Solver intelligent
Match problem structure to the right mathematical formulation, algorithm and execution technology, classical, AI, quantum-inspired, quantum or hybrid.
Business first
Start from your objectives and constraints, optimize the KPIs that matter, and benchmark results against your current approach.
Cross-industry
The same underlying capabilities are reused across nine industries — hardened on problems in sectors far from your own.
Where it's applied
Many industries. One composable Quantum AI platform.
AI & Foundation Models
Architecture, GPU allocation, training scheduling and distributed communication, jointly optimized.
Transportation & Logistics
Fleet design, assignment, scheduling and last-mile routing.
Supply Chain & Manufacturing
Network design, capacity, production scheduling and material flow.
Telecom & Computer Networks
Topology, spectrum & resource allocation, and traffic engineering.
Finance
Constrained portfolio construction, capital allocation and execution timing.
Energy & Utilities
Grid configuration, unit commitment, storage scheduling and crew routing.
Healthcare
Capacity design, resource allocation, rostering and distribution.
Ambient Intelligence & Sports
Performance, strategy, commercial and live-event intelligence.
Bioinformatics & Medicine
Candidate selection, structural search and Quantum AI medical imaging.
How it works
You bring the decision problem. We determine how best to solve it.
STEP 01
Define
You provide the business decision, data, objectives, constraints, KPIs and current baseline.
STEP 02
Compose
The Composer determines which capabilities are required — DesignIQ, ResourceIQ, ScheduleIQ, RouteIQ.
STEP 03
Represent & compile
The problem is represented in GradientIR and compiled into formulations appropriate to the solver.
STEP 04
Select & execute
Solver Intelligence chooses an execution strategy across classical, AI, GPU/HPC, quantum-inspired, quantum or hybrid resources.
STEP 05
Benchmark
Results are compared to your current solver, planning method, baseline and business KPIs.
STEP 06
Integrate
The successful capability is deployed into your operational workflow, data platforms and compute.
The platform
The client application does not change, even as the hardware evolves.
QuGradient builds once around universal optimization archetypes and composes them differently for each industry problem. Industry solutions are compositions of the four products — a single solution can use one, two, three, or all four.
Enterprise Decision problem
Your business decision: objectives, constraints and data
Quantum AI Solution Composer
DesignIQ
ResourceIQ
ScheduleIQ
RouteIQ
A solution can use one, two, three, or all four products.
Internal representation & formulation
Captured hardware-independently, then formulated for the right solver
Execution orchestration
Classical + GPU/HPC + Quantum + Quantum-inspired + Hybrid classical-quantum
Optimal quantum hardware selection
IBM Quantum · Xanadu · Rigetti · Azure Quantum · IonQ · and others
Business Decision
Enterprise Worklow · Reports· Customized Applications
We don't claim a quantum computer is in the loop when it isn't — execution technology is a runtime choice, never something you re-architect around.
How we engage
Start with your problem, not with quantum hardware.
1 · Optimization Assessment
Identify the business decision, objective functions, constraints, data readiness, existing baselines and the candidate QuGradient products.
2 · Proof-of-Value
Benchmark QuGradient against your current solver, planning process, model or operational baseline — on your own data.
3 · Deploy & Integrate
Integrate the successful solution with your existing applications, data platforms, workflows, cloud, HPC and available compute.
Bring us the problem
Have a decision problem that gets harder as it scales?
Bring us your objective, constraints and a representative slice of the problem. We'll determine how it maps to QuGradient's optimization capabilities and whether a benchmark or proof-of-value makes sense.