Northern Virginia has the densest concentration of government contractors in the country, and a meaningful share of them handle Controlled Unclassified Information (CUI). Deploying AI into a workflow that touches CUI is possible — but the architecture has to meet a specific bar. Ordinary cloud inference will not.
What CUI is and why it matters
CUI is information the federal government requires to be safeguarded under law, regulation, or policy but which does not rise to classified. The handling rules live in NIST 800-171 and, increasingly, in CMMC compliance. For most DMV government contractors, CUI handling is a procurement requirement — either you meet it or you lose the contract.
The AI implications
AI workflows that touch CUI must meet the same safeguarding requirements as any other CUI-handling system. That generally means:
- Deployment inside a FedRAMP-moderate (or higher) cloud environment.
- No data flow outside the authorized boundary.
- Access controls, logging, and incident-response aligned with NIST 800-171.
- Personnel cleared at the appropriate level with defined data-handling procedures.
- No training on CUI content by the AI vendor.
Deployment patterns that work
- GovCloud (AWS) or Azure Government for the infrastructure layer. Azure OpenAI Service in Azure Government, or Bedrock in GovCloud, for the model layer.
- On-premise deployment for workflows where even FedRAMP- high cloud is not acceptable. Dedicated hardware inside the contractor's facility.
- Air-gapped environments where the workflow is the most sensitive. More expensive, more restrictive, but sometimes the only acceptable architecture.
CMMC alignment
CMMC 2.0 sets formal compliance levels for DoD contractors. Most contractors handling CUI must reach Level 2 certification. AI deployments into CUI- bearing workflows should be designed to support that certification — not undermine it. See custom and private AI for our architectural approach.
Workflows where AI fits
- Proposal and response automation, scoped to non-CUI content.
- Internal knowledge assistants against unclassified documentation.
- Support workflows inside the authorized environment.
- Document organization and classification — where the classification itself is part of the workflow.
Workflows where AI probably doesn't fit (yet)
- Anything that would push CUI into a non-authorized environment.
- Workflows where data flow can't be auditably contained.
- Vendors who can't document where your data physically resides.
For Tysons, Reston, and DC-based contractors, scope an engagement and we'll walk through the architecture specific to your contract posture. Nothing here is legal or compliance advice — your compliance team makes the final call.