Automation library · Lead generation

Scrape US auto transport leads with SerpAPI and OpenAI

Started by a clock, and works across Google Sheets. It hands the judgement calls to OpenAI. 25 steps, 3 loops or waits: large, and worth reading before you trust it with anything live.

LargeCalls a model: OpenAI

Download free
25 stepsLarge: read it before trusting it with anything live
0Branches: places the flow splits
3Loops or waits
1Service it connects to

The flow

Starts it 2Model 1Logic 16Service 6

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

  1. 1When Daily at 7AMSchedule triggerStarts it
  2. 2On Error TriggerError triggerStarts it
  3. 3Set Configuration ValuesSetLogic
  4. 4Log Workflow ErrorsGoogle SheetsService
  5. 5Read States from SheetsGoogle SheetsService
  6. 6Filter for Active StatesFilterLogic
  7. 7Expand State KeywordsCodeLogic
  8. 8Build Search QuerySetLogic
  9. 9Loop Over Search QueriesSplit In BatchesLogic
  10. 10FETCH SerpAPI Search ResultsHttp RequestService
  11. 11Split Local ResultsSplit OutLogic
  12. 12Log Errors in SheetsGoogle SheetsService
  13. 13Set Lead InformationSetLogic
  14. 14Filter Valid LeadsFilterLogic
  15. 15Deduplicate by KeyRemove DuplicatesLogic
  16. 16Wait 1 SecondWaitLogic
  17. 17Filter Leads with WebsiteFilterLogic
  18. 18GET Contact PageHttp RequestService
  19. 19Parse Contact EmailCodeLogic
  20. 20Set No Website ContactSetLogic
  21. 21Set Enriched Lead DataSetLogic
  22. 22AI Generate EmailOpen AiModel
  23. 23Set Final Lead ObjectSetLogic
  24. 24Append to Leads SheetGoogle SheetsService
  25. 25Wait 3 SecondsWaitLogic

How it's built

Starts on
A clock
Steps
25, 3 loops or waits
Size
Large: read it before trusting it with anything live
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 a clock.

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?

Take your time. At 25 steps it is large: read it before trusting it with anything live.

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 25 steps before you point it at anything that matters.