Cold calling pipeline with Apify, RAG and WhatsApp

Sales and lead generation teams who want to run personalized WhatsApp outreach without researching each prospect by hand.

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automate-sales-cold-calling-pipeline-with-apify-gpt-5-6-terra-and-whatsapp.json

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What it does

This n8n workflow finds prospects with Apify, researches each one using a retrieval setup backed by a vector store, writes a personalized message for every prospect and sends it through WhatsApp. You define the target criteria once, and the workflow handles scraping, research, writing, sending and follow-ups. It uses community nodes, so it needs self-hosted n8n.

Use cases

01Scrape a list of prospects that match your target criteria
02Write a tailored first message from each prospect's research
03Send outreach and follow-ups through WhatsApp

Connects

Google Sheets · HTTP Request · Google Drive · Code · AI Agent · Embeddings OpenAI · OpenAI Chat Model · Recursive Character Text Splitter · Supabase Vector Store · Default Data Loader · Postgres Chat Memory · Reranker Cohere

Questions about
Cold calling pipeline with Apify, RAG and WhatsApp.

What is Cold calling pipeline with Apify, RAG and WhatsApp used for?

Sales and lead generation teams who want to run personalized WhatsApp outreach without researching each prospect by hand. This n8n workflow finds prospects with Apify, researches each one using a retrieval setup backed by a vector store, writes a personalized message for every prospect and sends it through WhatsApp. You define the target criteria once, and the workflow handles scraping, research, writing, sending and follow-ups. It uses community nodes, so it needs self-hosted n8n.

How do I import Cold calling pipeline with Apify, RAG and WhatsApp into n8n?

Copy the workflow JSON from this page and paste it onto the n8n canvas with Ctrl+V or Cmd+V. Then connect your credentials in each node.

Is Cold calling pipeline with Apify, RAG and WhatsApp safe to use?

It passed our automatic scan for credential theft, hidden instructions and risky install commands. Third party open source software. Sabemos AI does not maintain it. Check the code and permissions before you connect it to company data.

Related resources

Read the guide: AI sales agents and lead generation ↗