On-premise AI Solutions · Northern Virginia / USA
Bring enterprise AI directly to your data—not the other way around. Mount Vernon AI deploys AI platforms on local edge hardware, giving organizations control over sensitive information through air-gappable architectures, minimal cloud exposure, and predictable costs.
"The future of enterprise AI is sovereign — owned, operated, and trusted by the organization it serves."
What we do
01
Retrieval-augmented generation pipelines that give your AI access to your proprietary knowledge base — on-premise.
02
We stand up locally-hosted large language models on local hardware — air-gapped if needed. Your data is designed to stay on your network.
03
We design and build multi-agent systems that reason, plan, and act — handling complex workflows with configurable human oversight at every critical decision point. From research agents to operational bots, our systems are built with human-in-the-loop controls that keep your team informed and in command.
Our conviction
"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. Depending on your provider's terms, your prompts may be used to improve 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 serving missions that are yours alone.
Why Mount Vernon AI
Every system we design starts with the assumption that your data is sensitive and is designed to remain under your control. Local inference, local storage, local security.
We specialize in deploying capable AI on constrained hardware — purpose-built edge devices, custom edge clusters, and air-gapped environments where cloud connectivity isn't acceptable.
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.
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
Step 01
A no-cost conversation to understand your objectives, constraints, data environment, and what success looks like for your organization.*
* Discovery conversations are exploratory and do not constitute a proposal, commitment, or engagement agreement.
Step 02
We design a system tailored to your infrastructure — selecting hardware, models, retrieval strategies, agent frameworks, and deployment topology.
Step 03
Iterative development with continuous validation against your real use cases. You see working software early and often — not just at delivery.
Step 04
We ensure your team has the knowledge to own, operate, and extend the system independently.
Ready to begin
Every engagement starts with a conversation. Tell us what you're trying to accomplish and we'll tell you directly whether there's a fit — and what that would look like.
Or reach us directly at info@mountvernonai.com