Automation library · Lead generation

Local Business Lead Discovery and Enrichment Agent with OpenAI

Started by a clock, and works across Gmail and Postgres. It hands the judgement calls to OpenAI. 20 steps: a working afternoon to understand properly.

MediumCalls a model: OpenAI

Download free
20 stepsMedium: a working afternoon
0Branches: places the flow splits
0Loops or waits
2Services it connects to

The flow

Starts it 1Model 4Logic 8Service 7

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

  1. 1GPT-5.Lm Chat Open AiModel
  2. 2Enrich Selected 10, Scrape WebsiteFirecrawl ToolService
  3. 3Enrich Selected 10, Scrape ListingFirecrawl ToolService
  4. 4/search in FirecrawlFirecrawl ToolService
  5. 5GPT-5.1Lm Chat Open AiModel
  6. 6/scrape in FirecrawlFirecrawl ToolService
  7. 7Schedule TriggerSchedule triggerStarts it
  8. 8AI Agent, enrichmentAgentModel
  9. 9AI Agent, Discover FreshAgentModel
  10. 10Rotation SeedCodeLogic
  11. 11Enrich Selected 10, ParseCodeLogic
  12. 12Parse Refill OutputCodeLogic
  13. 13Postgres, Insert LeadPostgresService
  14. 14Compute FingerprintCodeLogic
  15. 15Aggregate New LeadsAggregateLogic
  16. 16Fetch Seen FingerprintsPostgresService
  17. 17Build Email HTMLCodeLogic
  18. 18Filter Unseen (Top 10)CodeLogic
  19. 19Gmail, Send Weekly SummaryGmailService
  20. 20Enrich Selected 10, PrepCodeLogic

How it's built

Starts on
A clock
Steps
20
Size
Medium: a working afternoon
Connects to
Gmail, Postgres
Model
OpenAI

Questions

What does it need to run?

An n8n account, plus your own Gmail and Postgres accounts, 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?

Plan an afternoon. 20 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 20 steps before you point it at anything that matters.