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HOW OpenGPU WORKS

How workloadsmove acrossthe OpenGPU Network

OpenGPU Connects decentralized providers, datacenters, enterprise fleets, and cloud GPUs into one unified routing layer. This page shows exactly how workloads flow through it.

How OpenGPU Connects your AI to global GPUs

OpenGPU automatically routes each workload to the best available GPU across the network, balancing speed, reliability and cost with built-in failover and retry mechanisms.

How OpenGPU Connects your AI to global GPUs
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Step 1 · Submit a workload

Step 1 · Submit a workload

Workloads are submitted via Relay (HTTPS, fiat billing) or native OpenGPU tools. Execution requirements like GPU type, VRAM, model, and runtime constraints are defined upfront.

Step 2 · Intelligent routing

Step 2 · Intelligent routing

The OpenGPU routing layer evaluates the global pool of GPUs that meet those exact requirements and determines the optimal execution path, balancing performance, reliability, and cost. No manual provider selection. No marketplace decisions.

Step 3 · Execute end to end

Step 3 · Execute end to end

Tasks run with real-time logging, verification, and result delivery. Built-in retry and failover ensure continuity if a node drops, without breaking execution guarantees.

The Routing Layer

The routing layer makes OpenGPU intelligent. It evaluates every signal from the network and each workload to decide where jobs should run.

The Routing Layer

Network Signals

VRAM, GPU class, latency, reliability, utilization and node health.

Workload Signals

Model type, memory needs, budget, duration and priority level.

Routing Goal

Match each job to the best GPU at that moment without manual scheduling.

Hybrid Global GPU Network

OpenGPU blends decentralized providers, datacenters, enterprise clusters and cloud GPUs into a single logical network.

Hybrid Global GPU Network
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Decentralized Providers

Decentralized Providers

High-throughput and cost-efficient GPU nodes from global operators.

Datacenters

Datacenters

Enterprise-grade clusters offering stability and predictable performance.

Enterprise + Cloud Overflow

Enterprise + Cloud Overflow

Reserved enterprise nodes and cloud GPUs for special requirements.

Ready to explore global workload routing?

Learn how OpenGPU moves compute across decentralized and enterprise nodes.

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