Advanced Deployment
Optimization Beyond the Cloud
Deploy advanced solvers and algorithms on isolated, air-gapped, or mobile infrastructure—wherever your operations demand.
The Challenge
Not every problem can wait for the cloud.
Our platform delivers advanced optimization through cloud-based solvers and connections to cutting-edge hardware. But some operational environments demand something different: compute that runs where you need it, without dependency on external connectivity.
Whether you're operating in bandwidth-constrained environments, managing sensitive workloads that can't leave your perimeter, or deploying systems in locations where cloud access simply isn't an option, the same optimization capabilities that power our cloud platform can be deployed at the edge.
Disconnected operations
Run optimization workloads with zero external network dependencies, fully air-gapped if required.
Data sovereignty
Keep sensitive operational data within your physical and logical perimeter at all times.
Real-time decisions
Eliminate latency by processing optimization workloads at the point of operation.
Where It Matters
Scenarios that demand edge deployment.
Edge optimization is purpose-built for environments where connectivity, security, or latency constraints rule out cloud-based solutions.
Industrial Facilities
Production scheduling, quality control, and process optimization running directly on factory floor infrastructure, making real-time adjustments without round-trips to the cloud.
Mobile Command Centers
Portable compute infrastructure that travels with operations. Logistics optimization, resource allocation, and scheduling that works wherever you set up.
Secure Operations
Environments with strict data handling requirements where optimization workloads must execute within controlled, isolated systems.
Latency-Critical Systems
When milliseconds matter. Real-time optimization for autonomous systems, predictive maintenance, and time-sensitive operational decisions.
On-Premise Infrastructure
Deploy on your existing GPU and CPU hardware. Integration with enterprise data centers and private cloud environments.
Air-Gapped Networks
Complete network isolation for the most sensitive environments. No external connectivity required, ever.
Capabilities
The same power, deployed differently.
Edge deployments use the same optimization solvers and algorithms that power our cloud platform, adapted for GPU and CPU-based hardware in disconnected environments.
- Classical optimization solvers optimized for edge hardware
- Quantum-inspired algorithms for complex combinatorial problems
- Custom model deployment and integration
- Secure update mechanisms for air-gapped systems
- Hardware-specific performance tuning
What stays in the cloud
Some capabilities require cloud connectivity by nature. Quantum computing and quantum hardware access, for instance, will always depend on connections to the physical systems. Those machines aren't portable.
Edge deployment focuses on what makes sense at the edge: classical and quantum-inspired optimization running on standard GPU/CPU infrastructure.
Deployment Flexibility
Choose your deployment model.
Strangeworks supports both completely isolated deployments and hybrid architectures. You choose what fits your operational requirements and security posture.
Completely Offline/Isolated
Fully off the grid. Zero external connectivity required. Run optimization workloads in completely air-gapped environments with no dependency on cloud resources.
Perfect for maximum security scenarios, disconnected operations, or when network access simply isn't available.
Hybrid Cloud/On-Prem
Best of both worlds. When connectivity is available, optimization payloads can move to more powerful cloud servers for complex workloads, while still running locally when disconnected.
Ideal for environments with intermittent connectivity or when you want the flexibility to use cloud resources without depending on them.
Related Products
Explore our optimization capabilities.
Heterogeneous Hybrid Compute
Orchestrate quantum, quantum-inspired, HPC, and classical resources together.

Let's discuss your deployment requirements.
Edge compute projects start with a conversation. Tell us about your operational environment and the problems you're trying to solve. We'll help you understand what's possible.