Inference Exchange helps founders, agencies, and small teams choose, buy, set up, and run private AI compute. Every listing shows what it runs, what it doesn’t, and what setup we include.
Premium local AI workstation for the highest-end consumer GPU class.
Demand for these models is what drives hardware recommendations on IX.
Best first SKU path is a 24GB+ workstation.
Works locally with quantization; quote larger builds carefully.
Best fit is cameras, sensors, and robotics workflows.
Every machine ships with a setup guide and a bounded 30-min consult.
Real agent patterns — not fake marketplace listings.
Tell us the job. We confirm stock, configure the build, and quote in 24h.
Qwen Coder 32B, private repos, no token bill.
Document agent over your team's drive, fully on-prem.
Cameras, sensors, robotics — small models at the edge.
Plain-English answers from the team configuring these machines every day.
The 24 GB rule, quantization tradeoffs, and the cheapest practical build.
Which to buy at which budget. When the 5090 actually pays back.
Stack, hardware sizing, RAG pipeline, and the model that actually works.