# Restaurant lead generation from Google Maps with Apify: n8n workflow

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

Source: https://millionrounds.com/workflow/restaurant-lead-generation-from-google-maps-with-apify (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)

# Restaurant lead generation from Google Maps with Apify

Started by someone submitting a form, and works across Airtable, Apify and Gmail. It hands the judgement calls to OpenAI. 15 steps, 2 branches: a working afternoon to understand properly.

Medium Calls a model: OpenAI

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Frestaurant-lead-generation-from-google-maps-with-apify)

**15 steps** Medium: a working afternoon

**2** Branches: places the flow splits

**0** Loops or waits

**3** Services it connects to

## The flow

Starts it 1 Model 3 Logic 7 Service 4

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

- 1 **OpenAI Chat Model** Lm Chat Open Ai *Model*
- 2 **On form submission** Form trigger *Starts it*
- 3 **Structured Output Parser1** Output Parser Structured *Model*
- 4 **AI Agent1** Agent *Model*
- 5 **Run an Actor** Apify *Service*
- 6 **Send a message** Gmail *Service*
- 7 **If** If *Logic*
- 8 **Get dataset items** Apify *Service*
- 9 **No Operation, do nothing** No Op *Logic*
- 10 **Extract Essentials** Set *Logic*
- 11 **Sort by Review Count and Rating** Sort *Logic*
- 12 **Reviews > 500** If *Logic*
- 13 **Lead Creator** Airtable *Service*
- 14 **Group Essentials** Set *Logic*
- 15 **Aggregate** Aggregate *Logic*

## How it's built

- **Starts on:** Someone submitting a form
- **Steps:** 15, with 2 branches
- **Size:** Medium: a working afternoon
- **Connects to:** Airtable, Apify, Gmail
- **Model:** OpenAI

## Questions

What does it need to run?

An n8n account, plus your own Airtable, Apify and Gmail accounts, 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. 15 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 15 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%2Frestaurant-lead-generation-from-google-maps-with-apify)
- **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.

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

## Workflows like it

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

- [**Automate Lead Mining & Qualification** 15 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/automate-lead-mining-and-qualification)
- [**Automate lead enrichment with OpenAI and Airtable** 15 steps · calls a model · Airtable, Slack](https://millionrounds.com/workflow/automate-lead-enrichment-with-openai-and-airtable)
- [**Automated B2B lead generation & cold emails with OpenAI** 15 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/automated-b2b-lead-generation-and-cold-emails-with-openai)
- [**Capture and enrich leads with OpenAI and Postgres** 15 steps · calls a model · Gmail, Postgres](https://millionrounds.com/workflow/capture-and-enrich-leads-with-openai-and-postgres)
- [**Classify and route cold email replies with Claude** 15 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/classify-and-route-cold-email-replies-with-claude)
- [**Classify cold email replies and notify with Telegram** 15 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/classify-cold-email-replies-and-notify-with-telegram)