On-premise AI Solutions · Northern Virginia / USA

Intelligence
on your terms

Bring enterprise AI directly to your data—not the other way around. Mount Vernon AI deploys purpose-built, production-grade AI platforms on local NVIDIA infrastructure, giving organizations complete control over sensitive information with fully air-gappable architectures, zero cloud exposure, and predictable operating costs.

100%
Local Inference
Zero
Cloud Dependency
Zero
Token Cost
Your Data
Stays On-Network

"The future of enterprise AI is sovereign — owned, operated, and trusted by the organization it serves."

Autonomous Agents RAG Pipelines Local LLM Deployment AI Strategy Sovereign Infrastructure Custom Fine-Tuning Edge AI Data Privacy Autonomous Agents RAG Pipelines Local LLM Deployment AI Strategy Sovereign Infrastructure Custom Fine-Tuning Edge AI Data Privacy

What we do

Core capabilities

Engagements begin with a discovery session at no charge.

01

On-premise RAG Knowledge Systems

Enterprise-grade retrieval-augmented generation pipelines that give your AI access to your proprietary knowledge base — accurately, privately, and on-premise with zero token cost.

Vector DB Semantic Search Fine-Tuning

02

Sovereign Model Deployment

We stand up locally-hosted large language models on your hardware — air-gapped if needed. Your data never leaves your network. Your model answers only to you.

Ollama vLLM Llama Mistral

03

Autonomous Agent Development

We design and build multi-agent systems that reason, plan, and act — handling complex workflows without human intervention. From research agents to operational bots.

LangChain LlamaIndex CrewAI AutoGen

Our conviction

Why sovereign AI matters

Founded in Northern Virginia
Mount Vernon — where independence was first
conceived and defended.

"The organizations that will lead the next decade are those that treat AI as owned infrastructure — not a subscription to someone else's intelligence."

Cloud AI is powerful, but it comes with tradeoffs most organizations haven't fully priced: your prompts train their models, your data lives on their servers, and your competitive edge is shared infrastructure. Mount Vernon AI was built on the conviction that the most consequential AI deployments will be sovereign ones — running on hardware you control, with models you own, serving missions that are yours alone.

Why Mount Vernon AI

What sets us apart

01

Privacy-first by architecture

Every system we design starts with the assumption that your data is sensitive and will never leave your control. Local inference, local storage, local security.

02

Edge-native expertise

We specialize in deploying capable AI on constrained hardware — NVIDIA Jetson, custom edge clusters, and air-gapped environments where cloud connectivity isn't an option or isn't acceptable.

03

Deep data science roots

Our work is grounded in rigorous data science — not just prompt engineering. We understand the math, the models, and the methods that make AI systems reliable at production scale.

04

Local accountability

You work directly with the people building your system — not an account manager who relays messages. Small team, direct lines, genuine ownership of outcomes.

How we work

The engagement process

Step 01

Discovery

A no-cost conversation to understand your objectives, constraints, data environment, and what success looks like for your organization.

Step 02

Architecture

We design a system tailored to your infrastructure — selecting hardware, models, retrieval strategies, agent frameworks, and deployment topology.

Step 03

Build & Validate

Iterative development with continuous validation against your real use cases. You see working software early and often — not just at delivery.

Step 04

Deploy & Transfer

We deploy to your environment and ensure your team has the knowledge to own, operate, and extend the system independently.

Ready to begin

Let's build something yours

Every engagement starts with a conversation. Tell us what you're trying to accomplish and we'll tell you honestly whether we can help — and how.

Message received

Thank you for reaching out. We read every message personally and will be in touch shortly.

— The Mount Vernon AI Team

Or reach us directly at info@mountvernonai.com