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Benchmark LinkedIn post engagement with Bright Data and OpenAI

Started by a clock, and works across Google Sheets and Slack. It hands the judgement calls to OpenAI. 19 steps, 1 branch, 1 loop or waits: a working afternoon to understand properly.

MediumCalls a model: OpenAI

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19 stepsMedium: a working afternoon
1Branch: places the flow splits
1Loop or waits
2Services it connects to

The flow

Starts it 2Model 2Logic 10Service 5

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

  1. 1Every Monday MorningSchedule triggerStarts it
  2. 2Or Run It NowManual triggerStarts it
  3. 3ModelLm Chat Open AiModel
  4. 4SettingsSetLogic
  5. 5Explain The GapChain LlmModel
  6. 6Build The Company ListCodeLogic
  7. 7Build The Rows And DigestCodeLogic
  8. 8Ask Bright Data For The PostsHttp RequestService
  9. 9One Item Per CompanySplit OutLogic
  10. 10Send The DigestSlackService
  11. 11Wait For The CrawlWaitLogic
  12. 12Log The BenchmarkGoogle SheetsService
  13. 13Ask If It Is DoneHttp RequestService
  14. 14Ready Or Try AgainCodeLogic
  15. 15Crawl Finished?IfLogic
  16. 16Download The PostsHttp RequestService
  17. 17Read The PostsCodeLogic
  18. 18Score Each CompanyCodeLogic
  19. 19Compare With Your PageCodeLogic

How it's built

Starts on
A clock
Steps
19, with 1 branch, 1 loop or waits
Size
Medium: a working afternoon
Connects to
Google Sheets, Slack
Model
OpenAI

Questions

What does it need to run?

An n8n account, plus your own Google Sheets and Slack 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. 19 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 19 steps before you point it at anything that matters.