Type a Sentence, Get a Working Agent

Webflow powers tens of millions of websites, and giving customers one place to bring all their systems together is critical. "Type a sentence. Get a working agent" is the pitch we shipped — and n8n is the engine running underneath it.

Here's the twist: nobody at Webflow builds these workflows by hand. An LLM does, writing workflows at speed, for everyone, all the time. We treat n8n's workflow JSON as a compile target, not something anyone edits directly. The model writes against a typed SDK, we run it through n8n's own structural validator plus an allowlist of trusted node types, and failures get fed straight back into the next generation attempt instead of surfacing to a person.

Multi-tenancy runs on n8n's Projects, one per tenant, with traffic routed across hot and cold n8n instances — hot ones handling live runs, cold ones absorbing background noise. 

We'll show you exactly where it broke, and what we built to hold it together.