# Find qualified leads in Reddit posts with Firecrawl and OpenAI: n8n workflow

> Started by someone submitting a form, and works across Reddit. It hands the judgement calls to OpenAI.

Source: https://millionrounds.com/workflow/find-qualified-leads-in-reddit-posts-with-firecrawl-and-open (Millionrounds; every figure on the page links to its filing or article)

[Automation library](https://millionrounds.com/workflows) · [Lead generation](https://millionrounds.com/workflows?category=Lead+generation#library)

# Find qualified leads in Reddit posts with Firecrawl and OpenAI

Started by someone submitting a form, and works across Reddit. It hands the judgement calls to OpenAI. 17 steps, 1 loop or waits: a working afternoon to understand properly.

Medium Calls a model: OpenAI

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Ffind-qualified-leads-in-reddit-posts-with-firecrawl-and-open)

**17 steps** Medium: a working afternoon

**0** Branches: places the flow splits

**1** Loop or waits

**1** Service it connects to

## The flow

Starts it 1 Model 6 Logic 8 Service 2

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

- 1 **Structured Output Parser2** Output Parser Structured *Model*
- 2 **OpenAI Chat Model** Lm Chat Open Ai *Model*
- 3 **OpenAI Chat Model1** Lm Chat Open Ai *Model*
- 4 **Structured Output Parser** Output Parser Structured *Model*
- 5 **Enter Product URL** Form trigger *Starts it*
- 6 **Reddit Posts Keywords Generator1** Agent *Model*
- 7 **Posts Relevance Processing AI Agent** Agent *Model*
- 8 **Scrape Product URL and get its content** Firecrawl *Service*
- 9 **Split Out** Split Out *Logic*
- 10 **Aggregate** Aggregate *Logic*
- 11 **Loop Over Items** Split In Batches *Logic*
- 12 **Merge1** Merge *Logic*
- 13 **Aggregate All Qualified Conversations** Aggregate *Logic*
- 14 **Search for Posts per Keyword/Phrase** Reddit *Service*
- 15 **Parse Qualified Posts Data** Code *Logic*
- 16 **Sanitize Results** Code *Logic*
- 17 **Aggregate1** Aggregate *Logic*

## How it's built

- **Starts on:** Someone submitting a form
- **Steps:** 17, 1 loop or waits
- **Size:** Medium: a working afternoon
- **Connects to:** Reddit
- **Model:** OpenAI

## Questions

What does it need to run?

An n8n account, plus your own Reddit account, and a key for OpenAI. You connect your own accounts after importing it; none are included.

What starts it?

It starts on someone submitting a form.

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. 17 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 17 steps before you point it at anything that matters.

## Run it in n8n

- **Create your n8n account** Free to start. n8n is where the workflow runs. [Create an n8n account ↗](https://millionrounds.com/n8n)
- **Download the workflow** Free with a Millionrounds account. [Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Ffind-qualified-leads-in-reddit-posts-with-firecrawl-and-open)
- **Paste it into n8n** Open a new workflow in n8n and paste. Then connect your own accounts.

Stored with the author's traces removed: canvas notes, instance identifiers, saved credential names and any live document they had left behind.

## Connects to

Each opens the other workflows that use it.

[Reddit](https://millionrounds.com/workflows?service=Reddit#library)

## Workflows like it

Also lead generation, with the same services where possible, closest in size first.

- [**AI marketing agent for lead generation: Reddit + OpenRouter** 19 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/ai-marketing-agent-for-lead-generation-reddit-openrouter)
- [**Automated Reddit lead generation with Google Sheets** 19 steps · calls a model · Google Sheets, Reddit](https://millionrounds.com/workflow/automated-reddit-lead-generation-with-google-sheets)
- [**Extract business leads from Reddit with OpenAI** 14 steps · calls a model · Google Sheets, Reddit](https://millionrounds.com/workflow/extract-business-leads-from-reddit-with-openai)
- [**Find Reddit prospects & generate personalized responses** 13 steps · calls a model · Google Sheets, Reddit](https://millionrounds.com/workflow/find-reddit-prospects-and-generate-personalized-responses)
- [**Reddit lead finder: prospecting with OpenAI and Supabase** 23 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/reddit-lead-finder-prospecting-with-openai-and-supabase)
- [**Reddit to Google Sheets: tracking freelance/job leads** 32 steps · Google Sheets, Reddit](https://millionrounds.com/workflow/reddit-to-google-sheets-tracking-freelance-job-leads)