Optimize your AI infrastructure
for performance and cost
Track live GPU market pricing across 24+ cloud providers. Simulate workloads, model buy-vs-rent TCO, and design production infrastructure — backed by real-time data.
Plan, simulate, and procure with confidence
Every tool is designed to answer a specific infrastructure question — from live market pricing to full workstation design. Export results as PDF to share with your team.
Best GPU guides
Hardware recommendations for the most popular AI models.
Get the weekly hardware brief
GPU price drops, new model releases, cloud pricing changes. One email, every Monday.
Built for teams making infrastructure decisions
ML Engineers & Researchers
Simulate training and fine-tuning jobs before provisioning hardware. The Research Studio models VRAM across LoRA, QLoRA, and full fine-tuning so you don't waste a GPU-hour on a config that won't work.
Infrastructure & Procurement
Track live cloud GPU pricing across 24+ providers, model buy-vs-rent TCO, and plan multi-GPU topologies. Make procurement decisions backed by real-time market data instead of stale spreadsheets.
Builders & Hobbyists
Design a full AI workstation with the Hardware Architect, or figure out the cheapest way to run a model locally. Plan your build around a budget and get a bill of materials.