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Craig McIntosh

AI Automation

Build your own JARVIS.

I design and build AI automation systems that run your operations around the clock — orchestrated with n8n, routed across the best models and hosted on infrastructure you own.

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Solutions

What I build.

n8n Orchestration

Production-grade workflows connecting your CRM, inbox, finance and content tools — with error handling and monitoring built in.

Multi-Model Routing

A LiteLLM gateway in front of every model call: swap providers freely, cap costs and fall back automatically.

Agentic Workflows

AI agents that research, draft, classify and act — with human approval steps exactly where you need them.

Private AI

Self-hosted models for sensitive data. Your information never leaves infrastructure you control.

Automated Course Factories

End-to-end pipelines that research, script, voice and package complete courses — the same system behind Coursdemy.

Lead-to-Revenue Automation

Capture, score, nurture and hand over leads automatically, so no enquiry ever goes cold.

The Architecture

The home datacenter, proven in production.

My own ventures run on a private, self-hosted AI fleet built on Unraid, Docker and bare-metal hardware. Every client system is built on the same layered, battle-tested blueprint.

InterfaceWeb apps · Chat · Email · Voice
Orchestrationn8n workflows · Webhooks · Schedulers
IntelligenceLiteLLM gateway · Cloud + local models · Agents
DataPostgreSQL · Vector search · Object storage
InfrastructureUnraid · Docker · Bare-metal GPU nodes · Monitoring

Outcomes

What changes in your business.

Decisions, faster

Reports and summaries generated automatically, ready when you are.

One source of truth

Every system connected, every record in sync.

Work that runs itself

Repetitive tasks handled 24/7, with people focused on judgement.

Let's map your first automation.

In one strategy call we will identify the workflow that gives you the biggest return — and how fast we can ship it.

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