Own your AI. Optimized down to the kernel.
Pick any open-source model, and RunInfra benchmarks GPUs, optimizes kernels, and deploys a production API. You ship faster, pay less.
From chat prompt to optimized AI application
Describe the AI product you want to build. The agent turns that into an optimized model stack, benchmarks the infrastructure, and deploys the result end to end.
Describe the AI application you want
Specify the workflow, models, and constraints in plain English. The agent turns intent into an inference architecture and deployment plan.
Compose the model stack and runtime
Build multi-model pipelines with routing, orchestration, and infrastructure decisions shaped around your workload and constraints.
Tune models, runtimes, and kernels
Run optimization passes across quantization, serving configuration, memory usage, and kernel-level improvements to fit your target latency and cost.
See what changed
Side-by-side comparison of baseline vLLM against your optimized config. Latency, throughput, memory, cost.
Ship managed or self-hosted infrastructure
Run on managed GPUs or export the optimized stack to your own cloud. The same chat-driven workflow can end in hosted inference or self-hosted control.
Open-source models, optimized for production
Pick the right open-source models for your AI application, then let the agent handle optimization, infrastructure, and deployment across the stack.
Two ways to ship optimized AI infrastructure
Run on our managed GPUs with usage-based pricing, or export the optimized stack and deploy it on your own infrastructure.
Managed
RunInfra Cloud
Your optimized model runs on our infrastructure with auto-scaling and scale-to-zero. Pay per million tokens, no idle costs.
Bring your own
Self-Hosted
Export your optimized config and deploy anywhere. Your GPUs, your cloud, your rules. We generate the kernels, you own the runtime.
Simple, transparent pricing
Start free and scale as you grow. Only pay for the GPU compute you use.
Starter
Build and test pipelines, no deployment.
Pro
Unlocks the Deploy tab. Inference is billed from credits you top up separately.
+ pay-per-million-token credits (purchased separately)
Team
For teams that need advanced optimization and collaboration.
Min 3 seats. 10% token discount at 100M+/mo
Enterprise
Dedicated infrastructure, compliance, and volume pricing.
What is RunInfra?
RunInfra is a chat-native AI model optimization and infrastructure platform. You describe the AI application or inference pipeline you want to build, and RunInfra selects the right open-source models, benchmarks GPU tiers, tunes runtime settings, applies optimizations, and ships production-ready infrastructure from one conversation.
Own your AI. We benchmark GPUs, optimize kernels, and deploy open-source models as production APIs.
Start building
