Automation library · Lead generation

Qualify LinkedIn post engagers into scored leads with Apify

Started by a clock, and works across Google Sheets and Slack. It hands the judgement calls to Gemini. 12 steps, 1 branch: a working afternoon to understand properly.

MediumCalls a model: Gemini

12 stepsMedium: a working afternoon
1Branch: places the flow splits
0Loops or waits
2Services it connects to

The flow

Starts it 1Model 3Logic 4Service 4

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

  1. 1Every morning at 9amSchedule triggerStarts it
  2. 2Google Gemini Chat ModelLm Chat Google GeminiModel
  3. 3Structured Output ParserOutput Parser StructuredModel
  4. 4SettingsSetLogic
  5. 5Score fit & draft openerChain LlmModel
  6. 6Fetch post engagersHttp RequestService
  7. 7Combine score with leadCodeLogic
  8. 8Build lead rowsCodeLogic
  9. 9Hot lead?IfLogic
  10. 10Save hot leadsGoogle SheetsService
  11. 11Save to nurture listGoogle SheetsService
  12. 12Alert in SlackSlackService

How it's built

Starts on
A clock
Steps
12, with 1 branch
Size
Medium: a working afternoon
Connects to
Google Sheets, Slack
Model
Gemini

Questions

What does it need to run?

An n8n account, plus your own Google Sheets and Slack accounts, and a key for Gemini. 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 Gemini. 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.