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Automation & AI agents

What is n8n, and when is it the right tool?

The short answer

n8n is an open-source workflow automation tool: a trigger — a webhook, a schedule, a new record — starts a chain of steps that moves data between systems. It can be self-hosted, and it suits repeatable, rule-bound processes, as long as logic that must be exact lives in code it calls.

Updated

What it does

A workflow starts from a trigger and runs a series of steps: fetch, transform, route, notify, wait for approval. It runs unattended and records every execution.

What we run on it

Business OS runs an estate of 117 workflows across eleven businesses, namespaced per business so a new venture inherits routing, notification and escalation patterns instead of rebuilding them. POD Engine runs fourteen production workflows on it, with approvals handled through a chat bot so the operator's whole interface is a phone.

When it is the right tool

When the process is repeatable and rule-bound, with a trigger at the front and a clear output. It is less suited to holding an application's core state: on our own Growth Engine, the application stayed the source of truth and n8n became a stateless task runner called by webhook.

Keeping it honest

Every workflow should report what ran, what it cost and what it decided, so failures are visible rather than silent.

Asked next

Should we self-host n8n or use its cloud version?

Self-hosting gives you control over where data and credentials live, at the cost of running it yourself; the hosted version trades that control for convenience. We self-host it, on infrastructure we control, as part of the stack behind Business OS.

Can n8n run AI agents?

It can orchestrate them: the workflow handles routing, approvals and escalation, while agent infrastructure — tool access, memory and per-task model selection — sits behind it. Steps that must be exact still belong in code the workflow calls.