LLMOps · AI Architecture · Remote

Build Private AI.
With the Team That Did It.

The engineers behind PRIME21 — the world's only patent-pending AI verification layer — are available to architect, deploy, and operate private AI systems for your organization. Your data never leaves your environment.

LLMOps Architecture
89+
Domain agents built
🟢 Available Now
<1ms
Inference latency
4+
Industries in production
100%
Private — your VPC
0
Data shared externally

WHAT WE BUILD

Full-Stack AI.
From Architecture to Production.

We don't consult. We build, deploy, and hand you a running system — on your infrastructure, with your data, under your control.

🧠
LLMOps

LLMOps Architecture

End-to-end design of your AI pipeline — model selection, inference optimization, observability, and monitoring. Built to run in production, not just demos.

vLLM FastAPI Docker AWS ECS
🔒
Infrastructure

Private VPC Deployment

Your AI runs entirely inside your AWS environment. Your data never touches an external model provider. Full air-gap capability for regulated industries.

AWS VPC Fargate Secrets Manager KMS
⚙️
AI Engineering

Custom Agent Development

Domain-specific AI agents built for your exact use case — legal research, clinical decision support, financial compliance, engineering standards verification.

Python Claude API MCP Async
Verification

PRIME21 Integration

Drop our patent-pending verification layer on top of any existing AI system. Works with any LLM — GPT, Claude, Llama, your fine-tuned model. Catches hallucinations before they reach users.

REST API Model-agnostic Sub-1ms
🎯
ML Engineering

Fine-Tuning Pipelines

LoRA and PEFT training pipelines that teach models your domain vocabulary and company-specific tone — without exposing your data to external training runs.

LoRA PEFT Hugging Face GPU Infra
☁️
DevOps

AI DevOps & Infrastructure

Container orchestration, rolling deployments, CloudWatch logging, rate limiting, and health monitoring — everything a production AI system needs to stay up.

AWS Docker ALB CloudWatch

THE PROCESS

Scoped. Built. Shipped.

No retainers. No endless discovery. We move fast and deploy to production — typically in weeks, not months.

01

Scope the Build

One conversation to understand your data, your stack, and your constraints. We scope a fixed-price engagement with clear deliverables before any work starts.

02

Build in Your Environment

We deploy directly into your AWS account or on-prem environment. Your credentials, your data, your infrastructure — we never touch anything we don't need.

03

Hand Off a Running System

You receive full documentation, source code, and a live production system. Ongoing support available. Your team owns everything we build.

GET IN TOUCH

Tell us what
you're building.

We work with a small number of clients at a time — regulated industries, high-stakes AI, organizations that need it done right. If that's you, let's talk.

Overland Park, KS · Remote Worldwide

We respond within one business day. No sales calls unless you ask.

✓ Message received. We'll be in touch within one business day.