Applied AI · Machine Learning · Cybersecurity · Intelligent Automation

Turn business problems into AI-powered systems that produce measurable value.

Potomac AI Labs helps organizations identify, design, build, and deploy practical AI using Large Language Models, NLP, AI agents, machine learning, RAG, and secure automation. AI is powerful — securing, governing, and operationalizing it is hard. We make it practical, measurable, and enterprise-ready.

01 · OUTCOMEOutcomeBusiness workflows to measurable value.
02 · BUILDBuildLLM, RAG, agents, ML, and automation.
03 · TRUSTTrustSecure, governed, and auditable by design.
AI Opportunity Console

Where can AI create measurable value in your organization?

Start with workflows, documents, decisions, risk, and data. The console cycles through the questions we hear most — each one maps to a Solution Lab and a working engagement pattern: map use cases, build MVPs, govern risk.

potomac-ai · opportunity-console
> Where can AI create measurable value?
Start with workflows, documents, decisions, risk, and data.
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What customers can do with us

Choose a business outcome. We engineer the AI path.

Our first step is not selling a tool. It is finding the highest-value business function where AI, automation, or systems integration can create a measurable result.

Solution Labs

Hardcore AI services for real business functions.

Each lab can be delivered as an assessment, prototype, MVP, production build, or long-term AI transformation engagement.

LAB · 01

LLM & Generative AI

Custom GPT-style assistants, secure chat interfaces, document analysis, summarization, reporting, proposal support, and enterprise generative AI workflows.

LAB · 02

RAG & Knowledge Intelligence

Source-grounded AI search across policies, contracts, PDFs, SharePoint, procedures, reports, and enterprise knowledge repositories.

LAB · 03

AI Agent Automation

Human-supervised agents that retrieve information, use tools, analyze data, prepare outputs, and execute multi-step business workflows.

LAB · 04

NLP & Document Intelligence

Text classification, entity extraction, clause detection, sentiment analysis, fake information detection, and automated document review.

LAB · 05

Machine Learning & Prediction

Classification, anomaly detection, forecasting, risk scoring, predictive maintenance, fraud detection, and explainable ML models.

LAB · 06

Cybersecurity AI

Threat intelligence, log analysis, cyber anomaly detection, incident triage, evidence mapping, fake content detection, IoT and critical infrastructure security analytics.

LAB · 07

AI Governance & Trust

AI policies, risk registers, system inventories, human-in-the-loop controls, model oversight, responsible AI, security review, and audit readiness.

LAB · 08

AI Product Studio

AI product strategy, MVPs, technical architecture, demos, product-market fit, investor narratives, launch support, and go-to-market enablement.

Government & Enterprise Ready

Download the Potomac AI Labs capability statement.

Use our capability statement for agency outreach, prime contractor conversations, teaming discussions, procurement research, and executive review.

Potomac AI Labs

Applied AI · ML · Cybersecurity Analytics

Core competencies, differentiators, NAICS codes, leadership, PSC keywords, and engagement models in one procurement-ready document.

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Download Capability Statement (PDF)
NAICS Codes
541715 · AI/Engineering R&D541511 · Custom Programming541512 · Systems Design541519 · Computer Services541690 · Technical Consulting541611 · Management Consulting518210 · Data Processing & Hosting
PSC
DA01DA10DB10DC01R425R408AJ13

Business type: AI solutions lab; cyber resilience, security, and GRC small business · Washington, D.C. metro area.

Sector-Specific AI

Industry solutions built around client pain points, not generic AI buzzwords.

Select a sector to see the business problems we solve, the AI systems we build, and the types of applications clients can request.

Engagement Model

From AI curiosity to working systems.

STEP 01

Discover

Map the business process, pain point, data, stakeholders, constraints, and measurable outcome.

STEP 02

Assess

Determine whether the right answer is AI, automation, software engineering, systems integration, or a hybrid.

STEP 03

Architect

Design the data flow, AI stack, governance controls, user experience, security model, and deployment path.

STEP 04

Build

Develop the prototype, MVP, or production system with disciplined engineering and model evaluation.

STEP 05

Validate

Test quality, reliability, safety, performance, cost, usability, and business value before scaling.

STEP 06

Deploy & Govern

Launch with documentation, monitoring, human oversight, user adoption, and continuous improvement.

Representative Experience

Research depth, proven in hard domains.

DIGITAL TRUSTAI/ML models for detecting fake and manipulated information onlineAdversarial misinformation and fake-content detection research applied to production analytics.
HEALTHCARE CYBERML approaches for detecting attacks against hospital IoTConnected medical-device environments defended with anomaly detection.
CRITICAL INFRASTRUCTUREPredictive, explainable ML for U.S. smart-grid attack detectionCyberattack prediction for power-system environments with explainability built in.
PRODUCTAI-powered product concepts to working systemsBusiness idea scoring, compliance readiness, document intelligence, and workflow automation.
Leadership

Applied AI leadership with research depth and market execution.

Potomac AI Labs was founded to translate advanced AI research into practical systems for business automation, cybersecurity, digital trust, and intelligent decision-making.

BL

Dr. Beza Lefebo

CEO and President

AI strategy, cybersecurity, governance, executive advisory, business automation, and applied AI productization.

JK

Dr. John Kuk

Chief Scientist

Machine learning, AI research, advanced modeling, scientific validation, and intelligent system architecture.

JK

Dr. John Kramarczyk

Chief AI Advisor

AI advisory, technical strategy, cybersecurity analytics, intelligent systems, and applied research translation.

Client next step

Bring one workflow, one document problem, one decision problem, or one product idea.

We will help determine whether AI belongs, what should be built, and how to move from concept to measurable implementation.

Washington, D.C.

Applied AI Research · Business Automation · Cybersecurity AI · AI Agents · Enterprise Knowledge · Product Development

Download Capability Statement