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 model to production API
Describe what you need. The agent builds, optimizes, benchmarks, and deploys your inference pipeline end to end.
Tell the agent what you need
Pick models with @mentions, set constraints, and the agent designs your inference pipeline. Plain English in, production config out.
Smart routing, multi-model pipelines
Visual pipeline with complexity-aware routing and inference-time scaling. Your models, your infrastructure, your data.
Custom GPU kernels compiled
The agent generates optimized Triton kernels. FlashAttention-2, fused ops, and quantization validated end to end.
See what changed
Side-by-side comparison of baseline vLLM against your optimized config. Latency, throughput, memory, cost.
Pay per million tokens
Scale to zero when idle. Auto-scale to handle peak traffic. No GPU hourly costs, just tokens processed.
Every open-source model, optimized
The full Hugging Face catalog at your fingertips. Pick any model, the agent handles quantization, kernel compilation, and deployment.
Two ways to run inference
Run on our managed GPUs with per-million-token pricing, or export and deploy 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 GPU optimization platform for open-source LLMs. You pick a model from Hugging Face, and RunInfra benchmarks it across GPU tiers, generates custom Triton kernels, and deploys an optimized production API. No YAML, no DevOps.
Own your AI. We benchmark GPUs, optimize kernels, and deploy open-source models as production APIs.
Start building
