Network Design
Topology, network slicing, frequency/channel configuration and network partitioning.
Telecom & Computer Networks
Design, allocate, schedule and route the network as one.
Network build-out, spectrum and placement, resource scheduling and traffic engineering all reduce to graph, assignment and routing problems at a scale that punishes exhaustive search.
The challenge
Why this decision gets combinatorially hard.
As networks densify, slice and get more dynamic, the gap between a workable configuration and the best one widens — and it widens fastest where load is highest. Topology, allocation, scheduling and routing decisions are coupled, so optimizing them separately leaves capacity and latency on the table.
What we optimize
Concrete decisions, mapped to products.
Resource Allocation
Spectrum allocation, channel assignment, VNF/CNF placement, edge-compute allocation and bandwidth allocation.
Scheduling
Radio resources, edge workloads, maintenance and compute tasks.
Routing
Traffic engineering, communication paths, network routing and dynamic load balancing.
Product composition
Composed from QuGradient products.
Highlighted products are the ones this industry composes most often. A specific engagement may use one, several or all four.
Potential business outcomes
The KPIs we optimize toward.
Capacity
Latency
Utilization
Reliability
Energy efficiency
Outcomes are benchmarked on your own data against your current approach. We don't promise unsupported percentages.
How we engage
Assessment → Proof-of-Value → Integration.
Optimization Assessment
Map the decision, objectives, constraints, data readiness and baseline to candidate products.
Proof-of-Value
Benchmark QuGradient against your current solver, process or model — on your own data.
Deploy & Integrate
Integrate the successful capability into your applications, data platforms and compute.
Bring us the problem.
Share the decision, your objectives and constraints, and a representative slice of the data. We'll map it to the right products and tell you whether a benchmark or proof-of-value makes sense.
Discuss your network optimization problem →