AI & Machine Learning

Production-Grade AI Systems for Mission-Critical Federal Environments

Rackner has deployed production-grade AI systems in federal environments where scale, compliance, and real-time performance are mission-critical - from FDA regulatory review to Air Force mobility planning and DoD command and control.

Featured Deployments

FDA CDRH
AI-Assisted Document Analysis
Built and deployed an AI platform for document summarization, data extraction, and automated review workflows using LLMs, OCR pipelines, and RAG in AWS GovCloud with full PIV/CAC SSO and organizational data isolation.
Air Mobility Command
NITMRE-NLP
Deployed AI/ML infrastructure for generative AI and NLP models supporting mobility planning with RAG pipelines and ChatOps tools - featured in Air Force Chief of Staff General David Allvin's keynote at Sea, Air, Space 2025.
Air Force Shadow Ops Center
REAPER C2 AI Platform
Achieved TRL 7 with AI-enabled decision support for command and control operators, demonstrating 2x improvement in decision speed with explainable AI frameworks maintaining human control.

Core Capabilities

Large Language Models
Integration and fine-tuning of open-source models (GPT-oss, Mistral, Llama) for deployment in secure local environments (LLMSecOps)
Retrieval-Augmented Generation
RAG pipelines for context-aware responses using organizational data while maintaining security and access controls
MLOps Practices
End-to-end ML lifecycle management ensuring reliability, auditability, and rapid iteration with automated retraining and deployment
Explainable AI
Implementation of LIME and SHAP frameworks to make AI reasoning transparent and maintain human-in-the-loop decision authority

Secure, Compliant AI

Private VPC Deployment

All AI workloads deployed in fully private VPCs with no internet egress, ensuring sensitive data never leaves your environment.

Access Control

Strict RBAC, PIV/CAC SSO, and organizational data isolation to protect sensitive information and maintain audit trails.

Inference Optimization

Real-time performance optimization for mission-critical applications requiring low-latency responses at scale.

Hybrid Approaches

Combine rule-based logic with machine learning for reliability and explainability in high-stakes decision environments.

Frontier Model Adoption

Securely integrate frontier LLMs from OpenAI, Anthropic, and Google into your workflows with proper guardrails, compliance controls, and data protection.

Transform Your Operations with AI

Let Rackner bring production-grade AI capabilities to your mission-critical federal systems.

Get Started

Who we are

Rackner builds cutting-edge solutions that apply DevSecOps and the power of AI in the datacenter, public/private clouds, and edge.

         
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Silver Spring Office
8630 Fenton St, Suite 330
Silver Spring, MD 20910

College Park Office (Principal)
7338 Baltimore Avenue, Suite 102
College Park, Maryland 20740

[email protected]

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