Automation library · Lead generation

Clean company names for cold emails with OpenAI

Started by someone submitting a form, and works across Google Sheets. It hands the judgement calls to OpenAI. 9 steps: a working afternoon to understand properly.

MediumCalls a model: OpenAI

9 stepsMedium: a working afternoon
0Branches: places the flow splits
0Loops or waits
1Service it connects to

The flow

Starts it 1Model 3Logic 2Service 3

The steps in the order they run, from what starts it.

  1. 1OpenAI Chat ModelLm Chat Open AiModel
  2. 2Structured Output ParserOutput Parser StructuredModel
  3. 3On Form SubmitForm triggerStarts it
  4. 4Clean Company NameChain LlmModel
  5. 5Create Destination SheetGoogle SheetsService
  6. 6MergeMergeLogic
  7. 7Get LeadsGoogle SheetsService
  8. 8Edit FieldsSetLogic
  9. 9Save OutputGoogle SheetsService

How it's built

Starts on
Someone submitting a form
Steps
9
Size
Medium: a working afternoon
Connects to
Google Sheets
Model
OpenAI

Questions

What does it need to run?

An n8n account, plus your own Google Sheets account, and a key for OpenAI. You connect your own accounts after importing it; none are included.

What starts it?

It starts on someone submitting a form.

Does it use AI?

Yes. It calls OpenAI. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 9 steps is enough that you should read each one before running it.

How do I import it?

Copy the workflow, open a new workflow in n8n and paste. The steps appear on the canvas, ready for your own accounts.

Before you run it

Nothing here has been tested by us. It is somebody's working automation, read and described from its own steps. Treat the connections it wants as a list of accounts it will touch, and read the 9 steps before you point it at anything that matters.