On-prem & private cloud AI

Own your AI stack.

We deploy AI you control on your own hardware or private cloud.

The data

See what performs before you spend on hardware.

Most teams guess or overbuy. Our benchmarks show real inference performance across models, quantization formats, and GPU setups, tested under realistic production load.

036912151821Concurrent Requests6080100120140Throughput1000140018002200LatencyThroughputLatency
Model
Format
Parameters
Released
Organization
Gemma-4-31B
W4A16
31B
6/5/2026
Google
Qwen3.6-35B-A3B-MTP
FP8
35B
4/16/2026
Qwen
Qwen3.6-27B-MTP
FP8
27B
4/22/2026
Qwen
MiniMax-M2.5
FP8
230B
2/13/2026
MiniMax
gpt-oss-120b
MXFP4
117B
8/5/2025
OpenAI
Why Millstone

Private. Current. Right-sized.

Your data stays yours

Everything runs on hardware or a private cloud you control. Nothing is sent to someone else's servers.

Advice that stays current

AI moves fast, and most guidance is out of date within months. We benchmark new models and hardware ourselves, so we recommend what works now.

Scoped to what you actually need

We right-size the model, the hardware, and the budget to your use case. No overbuying, no bloat.

What we do

From strategy to a running system.

We handle the full stack. From working out whether AI makes sense for you, to selecting a model, to getting your team the tools to actually use it.

Who it's for

Built for sensitive environments.

Ready to own your AI stack?

Work With Us