Reliability is designed in
A workflow that works on a demo and a workflow that runs unattended for a year are different builds. Ours include idempotent steps, retries with backoff, dead-letter handling and alerts, so a rate limit or a null field does not become a lost order.
Readable by your team
Each workflow is named, annotated and diagrammed. Credentials are stored in n8n and scoped per workflow, so nobody has to share API keys over chat. The inventory lists what each workflow does, what it touches and who to call.
AI where it helps
n8n makes it straightforward to add a model step — classify this email, extract these fields, draft that reply — inside an otherwise deterministic pipeline. That is how most of our AI automation is delivered.