Automation library · Lead generation

Enrich company data from Google Sheet with OpenAI Agent

Started by another system calling it, and works across Google Sheets. It hands the judgement calls to OpenAI. 12 steps, 1 loop or waits: a working afternoon to understand properly.

MediumCalls a model: OpenAI

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

The flow

Starts it 2Model 4Logic 3Service 3

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

  1. 1Structured Output ParserOutput Parser StructuredModel
  2. 2OpenAI Chat ModelLm Chat Open AiModel
  3. 3Call n8n workflow : Scrape companies homepage contentTool WorkflowModel
  4. 4Tool called from AgentExecute Workflow triggerStarts it
  5. 5WebhookWebhookStarts it
  6. 6AI AgentAgentModel
  7. 7Set company urlSetLogic
  8. 8Get rows from Google SheetGoogle SheetsService
  9. 9Loop Over ItemsSplit In BatchesLogic
  10. 10ScrapingBee : Scrape company's homepage data Http RequestService
  11. 11Update Company's Row on Google SheetGoogle SheetsService
  12. 12HTML to MarkdownMarkdownLogic

How it's built

Starts on
Another system calling it
Steps
12, 1 loop or waits
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 another system calling it.

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. 12 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 12 steps before you point it at anything that matters.