Automation library · Data collection

AI icebreaker builder: scrape sites with Dumpling AI

Started by a clock, and works across Airtable. It hands the judgement calls to OpenAI. 8 steps, 2 loops or waits: small enough to read in one sitting and change without fear.

SmallCalls a model: OpenAI

8 stepsSmall: readable in one sitting
0Branches: places the flow splits
2Loops or waits
1Service it connects to

The flow

Starts it 1Model 1Logic 3Service 3

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

  1. 1Run Daily to Process New LeadsSchedule triggerStarts it
  2. 2Search Cold Leads Without IcebreakerAirtableService
  3. 3Loop Through Each LeadSplit In BatchesLogic
  4. 4No Operation, do nothingNo OpLogic
  5. 5Wait Before Making RequestWaitLogic
  6. 6Scrape Lead Website with Dumpling AIHttp RequestService
  7. 7Generate Icebreaker, Summary & Email (GPT-4o)Open AiModel
  8. 8Save AI Output Back to AirtableAirtableService

How it's built

Starts on
A clock
Steps
8, 2 loops or waits
Size
Small: readable in one sitting
Connects to
Airtable
Model
OpenAI

Questions

What does it need to run?

An n8n account, plus your own Airtable 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?

Not long. At 8 steps it can be read in one sitting and changed without fear.

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 8 steps before you point it at anything that matters.