The Build
The Timeline
April 13, 2026 · 8:20 PM
Email from NVIDIA. Accepted into the Connect Program. A few days of research, a clear direction, and by April 17th — we started building.
April 17, 2026 · Friday evening
AMG AI Solutions spun up the first instance on the GH200 — a curiosity-driven project to understand what enterprise AI infrastructure actually feels like from the inside.
April 20, 2026 · Monday morning
Full stack deployed. 26 hours of building — and a lot of learning in between.
April 25, 2026
The infrastructure was running. The real value was what we learned building it — and how that knowledge now shapes every client engagement.
A full private AI gateway — the kind of system companies pay enterprise-level fees to stand up. Running on NVIDIA GH200 hardware. Open source tools. Deployed in 26 hours.
Every employee gets their own private AI workspace. Documents stay on your server. Conversations never leave your network. No data going to OpenAI, no shadow AI leaking through the cracks. Full visibility through Grafana — GPU temperature, request volume, latency, everything live.
Most organizations aren’t — and that’s a people and process problem, not a tech problem.
Your staff is using ChatGPT, Claude, Gemini, whatever — right now, with your company data. Most leadership has no idea how much.
We built enterprise-grade infrastructure in 26 hours. The hard part isn’t the build.
Getting teams to change how they work — that’s the real challenge. And that’s where we focus.
Not to get rich. Not to build a product. To understand it from the inside.
We’d spent years watching AI tools get sold to companies that weren’t ready for them. We wanted to know what “ready” actually meant — what it takes to run this infrastructure, what it costs, what breaks, what works.
Now we know. And that knowledge is what AMG AI Solutions brings to every client engagement.
Let’s talk →