oniru.ai8 min read
Build an LLM step that returns structured JSON you can trust.
A model in the middle of a workflow returns whatever it decided to write. Build the step so the node after it always receives the shape it was expecting.
Notes from systems in production.
Practical writing on automation delivery, APIs and the operational details that make systems reliable.
Showing notes tagged n8n.
Articles
oniru.ai7 min read
Build a document extraction pipeline with a confidence gate.
A pipeline that extracts fields at ninety percent accuracy and writes all of them has not saved anybody time. It has created a data problem for later.
oniru.ai7 min read
From a website form to a CRM record a salesperson can use.
Connecting a form to a CRM takes an afternoon. Deduplication, enrichment, routing and assignment are the rest of the project, and they are where the value actually sits.
oniru.ai6 min read
When a Zapier workflow stops being enough.
Most automation should stay in a no-code tool. This is how to tell a design problem from a missing connector from a genuine ceiling, and when a migration is not worth doing.
Have a client asking for something you can’t easily build?
Send us the requirement. We’ll tell you how we’d approach it, what it would require and whether it makes sense to build.
No pitch deck required. A rough description is enough.
Or write to [email protected]