Patriot Labs AVA
AVA is Patriot Labs’ private & secure AI platform for high-trust work. It helps teams search records, analyze documents, summarize evidence, prepare reports, compare sources, and automate repeatable knowledge work without sending sensitive workflows into a generic public cloud AI system.
AVA is comprised of three connected components:
AVA-Workspace: The private & secure workspace where users interact with the system.
AVA-AI: The Patriot Labs-trained, specialized, “Grounded AI” models for text, audio, video, and code.
AVA-Vault: The secure & local hardware platform where everything runs.
Once deployed, you own everything; your data, your results, your models… no guardrails.
AVA is built for organizations that ask hard questions before adopting AI:
Where does the data go?
What sources support the answer?
Can the system run locally?
Can a human verify the output?
Can security, legal, compliance, and procurement review the architecture?
Can we measure ROI before scaling?
Patriot Labs built AVA for that buyer.
Doctors can do a comprehensive medical journal search with anonymized patient records to give better patient care.
Attorneys can search all case records and historical case theory to provide better and more informed service to their client.
Business owners can analyze records and technical documents to improve business ops, reduce waste, increase profits, and provide better customer service.
Government agencies can search internal records and intelligence collection to find that “needle in a haystack”.
Oil & Gas operators live inside messy records: field messages, lease notes, production updates, maintenance logs, vendor invoices, well histories, public filings, spreadsheets, voicemails, and daily reports. AVA helps turn those records into source-linked operational intelligence.
AVA does not replace human employees, it augments them, enabling them to be more productive. A lot of information is lost or unused because people are overburdened with too much data and too many tasks, AVA can help!
With AVA, eliminate mundane tasks and focus on the work that actually matters!
American-Built, Evidence-Grounded
Patriot Labs is an American company building private AI for organizations that care about truth, security, accountability, and national resilience.
AVA is designed to support American businesses, professionals, operators, and public-sector missions with private AI that is direct, source-grounded, transparent about uncertainty, and controlled by the organization using it.
AVA’s job is not political persuasion. AVA’s job is to tell the truth from the record.
ChatGPT vs. AVA
Public AI tools like ChatGPT are useful for broad questions. AVA is built for sensitive work where privacy, evidence, and control matter.
ChatGPT: broad general knowledge.
AVA: private records, local deployment, source-grounded retrieval, auditable workflows.ChatGPT: prompts and outputs may depend on a cloud service outside your control.
AVA: designed for customer-controlled infrastructure, including offline and local modes.ChatGPT: may answer confidently without showing the evidence.
AVA: retrieves source material, cites records, and supports human review.ChatGPT: difficult to approve for sensitive legal, healthcare, government, or operational workflows.
AVA: built from the beginning for security review, controlled deployment, and regulated environments.
Chatbots summarize. AVA investigates. Chatbots answer. AVA proves.
Built, Trained, and Evaluated for Private AI Work
AVA is not a thin wrapper around a public chatbot like ChatGPT.
Patriot Labs builds private AI systems across the full stack: ingestion, OCR and document understanding, embeddings, retrieval and reranking, model serving, evaluation workflows, browser-based analyst interfaces, local deployment, and customer-controlled infrastructure.
Our model work includes dataset curation, pre-training, distillation, supervised fine-tuning, reinforcement learning with human feedback, retrieval-augmented generation, evaluation loops, and deployment optimization for smaller specialist models and larger parameter-class models. AVA workflows have been developed across text, documents, images, code, audio, structured data, and multimodal analysis.
The goal is not to build the largest generic model. The goal is to build the most useful private AI system for work that has to be accurate, reviewable, secure, and grounded in the customer’s own records.
Local AI, Not Public Chatbot Dependency
AVA is designed for local and customer-controlled deployment. In offline mode, customer records, prompts, outputs, embeddings, and indexes remain inside the customer environment. Online research mode is explicit, optional, and logged.
AVA can support deployments where the customer needs:
Local inference.
Private document search.
Source-grounded answers.
Human-reviewed outputs.
Disconnected or restricted environments.
On-box data custody.
Secure update paths.
Auditable workflows.
No customer data is used to train shared models without a separate written agreement.
AVA was engineered from scratch, from Frontier AI models to deployment, with security and privacy built in from day one.
Trained for Grounded Work
AVA is trained and evaluated to prefer evidence over rhetoric. When AVA answers a serious question, the desired behavior is:
Find the relevant source records.
Cite the records used.
Separate evidence from inference.
Say when the evidence is missing or incomplete.
Identify uncertainty.
Route high-consequence outputs to human review.
Avoid unsupported claims.
This is what we mean by grounded AI.
AVA is not designed to sound impressive while guessing. It is designed to produce reviewable work.
Model and Training Examples
Patriot Labs has built and evaluated specialized model workflows using:
Model distillation.
Supervised fine-tuning.
Retrieval-augmented generation.
Local/offline inference.
Multimodal document understanding.
OCR and scanned-document workflows.
Source verification.
Evaluation loops.
Prompt-injection and jailbreak testing.
RAG, tool, and agent abuse testing.
Deployment-oriented optimization.
We built our 1B–20B parameter-class models using our in-house multi-GPU server with both training and evaluation environments.
For sensitive customers, Patriot Labs can provide model cards, training summaries, evaluation summaries, red-team methodology, deployment architecture, and data-flow documentation under NDA.
Built for the Questions Serious Buyers Ask
Q: Is AVA just a wrapper around a public chatbot?
A: No. AVA is a full-stack private AI platform built around local deployment, source-grounded retrieval, model serving, evaluation, and workflow automation.
Q: Does customer data train shared models?
A: No customer data is used to train shared models without a separate written agreement.
Q: Can AVA run locally?
A: Yes. AVA is designed for customer-controlled infrastructure, including local, offline, and restricted deployment patterns.
Q: How does AVA reduce hallucinations?
A: AVA is designed to retrieve source material, cite records, identify uncertainty, and keep humans in review loops for high-consequence work.
Q: Can my security team inspect the system?
A: Yes. Patriot Labs can provide architecture, data-flow, model/data provenance, security controls, red-team methodology, and deployment details under NDA.
Q: What proof is available?
A: Depending on the customer and use case, Patriot Labs can provide redacted outputs, model cards, workflow measurements, evaluation summaries, deployment diagrams, and source-linked examples.
Q: Does my data leave my environment?
A: In offline mode, customer records, prompts, outputs, embeddings, and indexes remain inside the customer environment. Online research mode is optional, explicit, and logged.
Q: How do I know the answer is right?
A: AVA is designed around source-grounded retrieval, citations, evidence manifests, and human review. The system is built to show what it used, what it found, and where uncertainty remains.
Q: Can my CISO review it?
A: Yes. Patriot Labs provides deployment architecture, data-flow explanations, security controls, model/data provenance, and implementation details under NDA.
Q: Can legal, compliance, and procurement review it?
A: Yes. AVA is designed for diligence-heavy buyers. Patriot Labs is building a formal trust package around SOC 2 readiness, HIPAA support and BAA workflows, CMMC / NIST SP 800-171 alignment, and FedRAMP strategy for federal cloud pathways.
Q: Can we prove ROI before scaling?
A: Yes. Paid pilots are scoped around measurable workflows: baseline hours, post-deployment hours, record volume, review steps, and output quality.
AVA Pricing
AVA is built for small and midsize organizations that need private AI without enterprise complexity.
Start with a paid AVA pilot.
We install AVA against one high-value workflow, measure the time saved, and show the ROI before expanding. If AVA saves your team 10 hours per day, it can pay for itself faster than hiring another employee.
Typical deployments include:
Paid pilot: starting at $5,000
Small business deployment: starting at $2,500/month
Professional deployment: starting at $4,500/month
Multi-site / custom deployment: quoted after discovery
Full AVA deployments are quoted based on workflow, data volume, and support requirements.
The value is the time saved, sensitive data protected, and work automated, enabling your employees to be more productive!