HCode Automation
An automation suite on n8n workflows, designed around deep integration with the systems a business already runs.
- HCode
- Workflow architecture, AI integration, orchestration, monitoring
- In production
Overview
An end-to-end automation platform connecting disparate business systems through self-running workflows, with AI embedded at the points where a decision has to be made rather than bolted on as a feature.
The problem
Automation stalls at the integration boundary. The logic is the easy part; making it talk to the systems a business already runs is the hard part. HCode's tooling was fragmented, data moved between systems by hand, exceptions were routed by whoever noticed first, and nobody could see where a process had stopped.
What we built
- AI-powered workflow builder
- A drag-and-drop surface extended with AI steps, so operators compose and change automations without an engineer.
- Multi-system orchestration
- A central layer connecting HCode's business tools into unified workflows, replacing point-to-point integrations that multiplied with every new system.
- Decision-making and routing
- Workflows that adapt at runtime, routing tasks and handling exceptions instead of stopping and waiting for a human.
- Monitoring and analytics
- A live operations dashboard covering workflow status, execution history, and where throughput is actually being lost.
How we approached it
- Build on n8n for proven extensibility rather than a bespoke engine
- Embed AI at the decision layer, not across the whole pipeline
- Centralised orchestration beats point-to-point connections that scale quadratically
- Observability designed in from the first workflow, not added after the first outage
Outcome
Workflows that previously required human coordination now run unattended, with a measurable reduction in manual operations across HCode's business processes.
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