Optimize any open model for production
Pick any open-source model, and RunInfra benchmarks GPUs, optimizes kernels, and deploys a production API. You ship faster, pay less.
Open-source models, optimized for production
Any open model across text, image, speech, and vision, tuned end to end.
We pick the model, generate the kernels, ship the API.
Quantization, speculation, KV cache, serving, all measured on your GPU.
Describe a Llama 3.1 70B inference pipeline in plain English.
From your model to production on 
vLLM
in minutes.
Your model gets speculative decoding without you touching a config.
Faster inference, less VRAM, cheaper per million tokens, measured against baseline.
Ship on NVIDIA H100 pay per million tokens, or download the code and self-host.
Lower bills. Faster inference. Full control.
Run any model on your own GPUs at native inference speed.
Personal AI assistant, self-hosted on a single A100
Hermes-3 70B · AWQ-int4 · full tool calling · no closed-source API in the loop
Voice agent your team owns end-to-end
Whisper · Llama 3.2 3B · Chatterbox · sub-600ms on one L4 · no ElevenLabs bill
Customer support chat without Intercom Fin
Llama 3.1 8B + EAGLE-3 speculative decoding · 2.3× throughput · single L4
RAG search at 85ms, no per-call fees
BGE-M3 embeddings + Cohere rerank · 500k docs · L4 pool · scale-to-zero
Document AI without per-page fees
Gemma-VL-27B vision · invoice to JSON · 94% field accuracy · 800ms p50 on L40S
Batch transcription at $0.004 per minute, self-hosted
Whisper-Large-V3 · L4 pool · scale-to-zero between audio jobs · own the data
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
For solo builders shipping inference endpoints.
Team
For teams running production inference at scale.
Enterprise
Dedicated infrastructure, compliance, volume pricing.
Common questions
Can't find what you're looking for? Get in touch
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
