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Private AI for government workflows

Built for sensitive environments

Patriot Labs builds private AI for agencies and teams that require control, accountability, and grounded analysis.

We support government workflows involving:

  • classified document sets

  • mixed-format repositories

  • imagery and visual content

  • audio and transcription workflows

  • code and technical artifacts

  • disconnected and tightly controlled infrastructure

This is AI built for mission workflows, not public-cloud convenience and chatbot hype. Realistic evaluation without exposing sensitive operations.

Private AI for Government and High-Security Workflows

Government teams cannot adopt AI on vague promises. They need systems that can be reviewed, controlled, accredited where required, measured, and operated inside real mission constraints. AVA is Patriot Labs’ secure analyst platform for sensitive records, controlled workflows, disconnected environments, and evidence-heavy government work.

AVA helps teams search approved repositories, analyze documents, summarize records, prepare source-linked findings, generate evidence packages, and reduce manual review burden while keeping humans responsible for final decisions.

AVA Demonstrated

Patriot Labs demonstrated AVA on a large government dataset spanning emails, documents, spreadsheets, and related records. In Private / Offline Mode, AVA analyzed email traffic, attachments, and supporting files to answer high-value questions such as:

  • “Are there any emails that discuss a FOIA-style inquiry about the latest generation AI models?”

  • “If so, who is coordinating the documentation audit?”

  • “Who will draft the IP summary?”

  • “Who is handling technical clarifications?”

  • “And who on the legal team is handling compliance?”

AVA rapidly surfaced the relevant records, identified the key personnel involved, and clarified how work was distributed across the response effort.

The result: major time and cost savings, faster internal coordination, stronger compliance response readiness, and private AI support for sensitive government workflows — all while keeping information encrypted and under customer control.

Check out the demo video.

Proof examples

AVA is strongest when it is pointed at a measurable, repeatable workflow. Here are examples from our customers.

Records response

Before AVA: 10 staff spent 300 hours/week searching emails, documents, spreadsheets, and attachments for a response package.
After AVA: time dropped to 10 minutes/week for 1 person with AVA-generated source-linked findings and human review using a single AVA prompt.

Compliance review

Before AVA: 1 staff spent 15 hours/week reviewing program records for obligations, missing artifacts, inconsistent dates, and unresolved actions.
After AVA: time dropped to 10 minutes/week with AVA producing gap lists, timelines, and source references using a single AVA prompt.

Analyst research

Before AVA: 2 analysts spent 20 hours/week searching controlled records for people, programs, events, relationships, and unresolved questions.
After AVA: time dropped to <30 minutes/week for 1 analyst with source-linked findings and uncertainty flags using a single AVA prompt.

Leadership briefing

Before AVA: 2 staff spent 10 hours/week preparing leadership briefs from memos, emails, spreadsheets, technical records, and prior briefings.
After AVA: time dropped to <1 hour/week for 1 person with draft briefing sections and a source package using a single AVA prompt.

Disconnected workflow

Before AVA: 5 staff spent 35 hours/week performing manual analysis because cloud AI tools were not allowed in the environment.
After AVA: time dropped to 20 minutes/week for 1 person because AVA operated locally inside the approved customer-controlled environment using a single AVA prompt.

Other time-saving results that we have demonstrated include:

  • FOIA or public-records support (see detailed example below)

  • Inspector general or audit support

  • Program management review

  • Acquisition package review

  • Cyber incident summarization

  • Directive or policy compliance mapping

  • Training and certification record review

  • Casework or constituent services support

  • Grant or benefit application review support

  • Technical document review

Built for controlled records, not public chatbot workflows

Government work often involves email archives, documents, spreadsheets, attachments, technical reports, imagery, audio, transcripts, code, logs, program records, and controlled data repositories.

AVA is designed to work where generic AI tools usually do not fit:

  • Customer-controlled infrastructure.

  • Local and offline deployment patterns.

  • Disconnected or restricted environments.

  • Source-grounded retrieval.

  • Audit-ready workflows.

  • Human review.

  • Controlled online access only when approved.

  • Architecture and security artifacts available under NDA.

Classified and controlled-environment use

Patriot Labs was built by leaders and builders with deep experience in classified, national-security, cyber, and high-consequence technology environments.

Public demonstrations use synthetic, declassified, or customer-approved data. Any classified operational use depends on the customer’s approved environment, security authority, accreditation path, facility/personnel requirements, and applicable controls.

No public website claim should be read as government endorsement or authorization for classified deployment outside an approved customer environment.

What AVA does for government teams

AVA can support:

  • Records response.

  • FOIA and public-records support.

  • Compliance and oversight review.

  • Program-documentation review.

  • Analyst research.

  • Leadership briefing preparation.

  • Technical-record analysis.

  • CUI-sensitive workflows.

  • Disconnected-environment analysis.

  • Controlled repository search.

  • Image, audio, code, and document workflows.

  • Evidence packages with citations.

  • Source-linked timelines, entity maps, and issue summaries.

Built for government objections

Q: Can AVA run without external connectivity?
A: Yes. AVA is designed for local, offline, and customer-controlled deployment patterns.

Q: Does AVA require public cloud?
A: No. AVA can be deployed on customer-controlled infrastructure. FedRAMP strategy applies to federal cloud pathways where appropriate; offline/on-prem deployments are handled through customer-specific security review and authorization processes.

Q: Can AVA support CUI-sensitive work?
A: Patriot Labs is building CMMC / NIST SP 800-171-aligned deployment packages for customers handling FCI/CUI-sensitive workflows.

Q: Can AVA support classified work?
A: Only inside approved customer environments with the required authority, accreditation, facility, personnel, and security controls. Public demos use synthetic, declassified, or customer-approved data.

Q: Can security teams inspect the system?
A: Yes. Patriot Labs can provide architecture diagrams, data-flow descriptions, model/data provenance, security controls, update paths, logging approach, and deployment details under NDA.

Q: Will AVA train on government data?
A: No customer data is used to train shared models without a separate written agreement.

Your Call to Action

Bring one mission or records workflow that is slow, sensitive, and evidence-heavy.

Patriot Labs will help define the baseline, deploy AVA inside the approved environment, and prove whether the workflow drops from 100 hours/week to 30 minutes/week.

See how Patriot Labs can support a defined mission workflow.