# Scrape local business directories with Bright Data and OpenAI: n8n workflow > Started by an event in a connected app, and works across Gmail. It hands the judgement calls to OpenAI. 9 steps: a working afternoon to understand properly. Source: https://millionrounds.com/workflow/scrape-local-business-directories-with-bright-data-and-opena (Millionrounds; every figure on the page links to its filing or article) [Automation library](https://millionrounds.com/workflows) 路 [Lead generation](https://millionrounds.com/workflows?category=Lead+generation#library) # Scrape local business directories with Bright Data and OpenAI Started by an event in a connected app, and works across Gmail. It hands the judgement calls to OpenAI. 9 steps: a working afternoon to understand properly. Medium Calls a model: OpenAI [Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fscrape-local-business-directories-with-bright-data-and-opena) **9 steps** Medium: a working afternoon **0** Branches: places the flow splits **0** Loops or waits **1** Service it connects to ## The flow Starts it 1 Model 5 Logic 1 Service 2 The steps in the order they run, from what starts it. - 1 **馃敇 Trigger: Manual Execution** Manual trigger *Starts it* - 2 **馃挰 AI Model: Process Data** Lm Chat Open Ai *Model* - 3 **馃寪 Bright Data MCP Client** Mcp Client Tool *Service* - 4 **OpenAI Chat Model** Lm Chat Open Ai *Model* - 5 **馃摑 Parse Scraped Data into JSON1** Output Parser Structured *Model* - 6 **馃敆 Set Yelp Business URL for Dr** Set *Logic* - 7 **馃 Agent: Scrape Yelp Business Info** Agent *Model* - 8 **Auto-fixing Output Parser** Output Parser Autofixing *Model* - 9 **馃摟 Send Partnership Proposal to Business Email** Gmail *Service* ## How it's built - **Starts on:** An event in a connected app - **Steps:** 9 - **Size:** Medium: a working afternoon - **Connects to:** Gmail - **Model:** OpenAI ## Questions What does it need to run? An n8n account, plus your own Gmail account, and a key for OpenAI. You connect your own accounts after importing it; none are included. What starts it? It starts on an event in a connected app. 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. 9 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 9 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 鈫梋(https://millionrounds.com/n8n) - **Download the workflow** Free with a Millionrounds account. [Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fscrape-local-business-directories-with-bright-data-and-opena) - **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. [Gmail](https://millionrounds.com/workflows?service=Gmail#library) ## Workflows like it Also lead generation, with the same services where possible, closest in size first. - [**AI powered cold outreach with Apify** 9 steps 路 calls a model 路 Apify, Gmail](https://millionrounds.com/workflow/ai-powered-cold-outreach-with-apify) - [**Classify cold email replies and route leads with Gmail** 9 steps 路 calls a model 路 Gmail, Google Sheets](https://millionrounds.com/workflow/classify-cold-email-replies-and-route-leads-with-gmail) - [**Find leads on Google Maps and reach out with OpenAI** 9 steps 路 calls a model 路 Airtable, Gmail](https://millionrounds.com/workflow/find-leads-on-google-maps-and-reach-out-with-openai) - [**Qualify and route inbound leads with OpenAI and Gmail** 9 steps 路 calls a model 路 Gmail, Google Sheets](https://millionrounds.com/workflow/qualify-and-route-inbound-leads-with-openai-and-gmail) - [**Qualify and route inbound leads with OpenAI and Gmail** 9 steps 路 calls a model 路 Gmail, Google Sheets](https://millionrounds.com/workflow/qualify-and-route-inbound-leads-with-openai-and-gmail-2) - [**Qualify and route inbound leads with OpenAI and Gmail** 9 steps 路 calls a model 路 Gmail, Google Sheets](https://millionrounds.com/workflow/qualify-and-route-inbound-leads-with-openai-and-gmail-3)