Infrastructure & Platform

TrueNAS Infrastructure & AI/ML Platform

Production-grade on-prem infrastructure powering AI/ML workloads, data services, and observability

Production
Status
TrueNAS
Platform
$0
Cloud Costs

The Operational Backbone for AI Innovation

This platform is the operational backbone for the company. It delivers a multi-service, AI-ready environment with automated secret management, monitoring, and disaster recovery. It enables rapid experimentation and production-grade deployment without recurring public cloud costs.

Business Value

By building an on-premise infrastructure that rivals enterprise cloud capabilities, we eliminate ongoing operational costs while maintaining full control over data, security, and performance. This infrastructure enables rapid AI experimentation and deployment without the constraints and costs of public cloud services.

💰

Zero Cloud Costs

Eliminate recurring public cloud expenses while maintaining enterprise-grade capabilities

🔒

Full Data Control

Complete ownership over sensitive data and proprietary models

Rapid Deployment

Deploy and scale AI services instantly without vendor approval

📊

Production Observability

Enterprise-grade monitoring, logging, and tracing built in

Comprehensive Service Stack

🐳

Containerized AI Services

Docker-based platform running AI/ML services, databases, and web tooling with automated orchestration and scaling.

  • Docker Compose orchestration
  • Portainer management UI
  • Traefik reverse proxy
  • Tailscale secure networking
🤖

AI Router & Model Management

OpenAI-compatible API router for local and external models, enabling seamless integration with AI applications.

  • Ollama integration
  • llama.cpp support
  • OpenAI API compatibility
  • Model versioning
🗄️

Multi-Database Platform

Enterprise-grade database stack supporting diverse workloads from relational to vector storage.

  • PostgreSQL (relational)
  • Neo4j (graph)
  • Redis (caching)
  • ClickHouse & ChromaDB
📚

RAG Pipeline

Complete retrieval-augmented generation infrastructure with document processing and semantic search.

  • Document ingestion
  • Vector embeddings
  • Semantic search
  • ChromaDB storage
📊

Observability Stack

Production-grade monitoring with metrics collection, log aggregation, and distributed tracing.

  • Prometheus metrics
  • Grafana dashboards
  • Loki log aggregation
  • Jaeger tracing
🔐

Security & Secrets

Automated secret injection using 1Password with audit-friendly runbooks and security hardening.

  • 1Password integration
  • Automated rotation
  • Security audits
  • Access logging

Production-Proven Technologies

Infrastructure

TrueNAS Scale Docker Compose Portainer Traefik Tailscale

Databases

PostgreSQL Redis Neo4j ClickHouse MariaDB ChromaDB

AI/ML Services

Ollama llama.cpp OpenAI API

Observability

Prometheus Grafana Loki Jaeger

Production-Ready Implementation

Automation

📁 Extensive Automation Scripts

Complete suite of deployment, backup, and operational verification scripts demonstrating production maturity.

scripts/ monitoring/ security/
Monitoring

🔍 Monitoring & Alerting

Production monitoring stack with configured dashboards, alerts, and incident response procedures.

Prometheus Grafana Alerting
AI/ML

🤖 RAG Pipeline Implementation

Complete retrieval-augmented generation system with document processing and vector storage.

rag-system/ ChromaDB Embeddings
Security

🔐 Security Hardening

Comprehensive security audits and automated secret management demonstrating enterprise-grade practices.

1Password Audits Access Control

Infrastructure in Action

📊
Grafana Dashboard Monitoring metrics visualization
🏗️
Architecture Diagram System topology and connections
🔐
Security Audit Security posture visualization
🤖
AI Router Dashboard Model performance metrics

Interested in Learning More?

Discover how our infrastructure platform can power your AI/ML initiatives with production-grade reliability and zero cloud costs.