Scalable Docker AI Workflows
Deploy isolated, reproducible, and portable AI agent swarms. We specialize in containerized n8n architectures that handle millions of tasks with zero infrastructure overhead.
Container Isolation
Run mission-critical AI workflows in sandboxed environments. Prevent dependency hell and ensure your agents run same in production as in dev.
Horizontal Scaling
Using Docker Swarm or Kubernetes, we auto-scale your n8n workers based on queue volume. Handle traffic spikes without manual intervention.
Self-Healing Nodes
Native health checks monitor your AI agents. If a container hangs or exhausts memory, it is automatically purged and redeployed in milliseconds.
The Dockerized Stack
[ INFRASTRUCTURE LAYER 3.0 ]
- PostgreSQL DB: Persistent state for massive workflow executions.
- Redis Cache: High-speed queue management for worker distribution.
- n8n Binary: Optimized Docker images for low-latency builds.
- Traefik Proxy: Automated SSL and load balancing for workflow endpoints.
- Portainer: Visual management for your AI container fleet.
- Local LLMs: Containerized Ollama/vLLM instances for privacy.
Why Containerize Your AI?
Generic SaaS automation platforms lock your data and limit your processing power. By deploying on Docker, you gain:
- ✓ 100% Data Sovereignty
- ✓ No “Per-Execution” Fees
- ✓ Direct Access to Local Hardware (GPU/CPU)
- ✓ 99.9% Infrastructure Reliability
Ready for Deployment?
Our engineers set up your entire Docker-based automation environment in under 48 hours.