On-prem & Private Cloud AI

Own your AI stack.
We'll help you build it.

We benchmark LLM performance and deploy AI you control. On-prem, private cloud, or anywhere you need it.

LLM Benchmarks to Help You Plan

We test LLM inference performance across different models and hardware configurations. Real throughput, latency, and capacity tests collected under realistic production conditions.

Use our benchmarks to compare models, plan hardware, and understand what performance looks like before you commit.

Model
Format
Parameters
Released
Organization
GLM-4.7-Flash
BF16
30B
1/19/2026
Z.ai
Qwen3-Coder-Next
FP8
80B
2/3/2026
Qwen
Devstral-Small-2-24B-Instruct-2512
FP8
24B
12/9/2025
Mistral AI
Qwen3-Coder-30B-A3B-Instruct
FP8
30B
7/31/2025
Qwen
gpt-oss-120b
MXFP4
117B
8/5/2025
OpenAI

From Selection to Deployment

We help with the full stack. From figuring out which model fits your use case to getting your team the tools to use it.

Model Selection

There are a lot of models out there, each optimized for different use cases. We help you find the right one for your needs and let you test drive options before any hardware is purchased.

Hardware & Deployment

We help you select hardware that matches your model, meets your performance requirements, fits your budget, and leaves room to scale.

AI Tooling

We connect your infrastructure to the tools that make it usable. Chatbots, knowledge bases, coding assistants, and custom integrations.

Ongoing Partnership

AI moves fast. We're deep in it every day, testing new models, techniques, and optimizations. As your partner, we continuously tune your system, roll out model updates when they make sense, and train your team on new capabilities as they emerge.

Built for Sensitive Environments

AI that runs where your data lives.

Regulated Industries

Healthcare, finance, legal, and other fields where data privacy isn't optional. Self-hosted AI keeps sensitive data on your infrastructure, under your control, with full audit trails.

Learn more →

Private AI Tools

Internal chatbots, knowledge bases, coding assistants, and workflow tools that run on your systems. Give your team AI capabilities without sending data to third-party APIs.

Learn more →

Ready to own your AI stack?

Whether you're exploring options or ready to deploy, we're here to help. Tell us what you're working on and we'll figure out the right approach together.

Get in Touch