Templates / Automate sales cold calling pipeline with Apify, gpt-5.6-terra, and WhatsApp

Automate sales cold calling pipeline with Apify, gpt-5.6-terra, and WhatsApp

Unknown

by Khairul Muhtadin ✓ · 34,134 views · created 2025-06-29 · Lead Nurturing, AI RAG

Unknown. This template uses community nodes we can't verify statically. Uses community nodes that can't be verified statically (unverified community packages are off by default in 3.0). Static check, last run 2026-10-19.

What this workflow does

This AI workflow has 43 nodes and runs manually, when you click “Execute workflow” (plus 5 other triggers). Along the way it connects Google Drive, Supabase Vector Store, Embeddings OpenAI and OpenAI Chat Model and 4 more.

How it runs

Trigger: Manually, when you click “Execute workflow” (plus 5 other triggers).

  1. Set Location (Edit Fields (Set)): sets 1 field: lokasi
  2. AI Agent: runs an AI agent, with model: OpenAI Chat Model; 2 tools (RAG, Leads); memory: Postgres Chat Memory
  3. Get Leads (Google Sheets): uses Google Sheets
  4. Search File (Google Drive): work with file folder
  5. Transform for Vector (Code): runs custom JavaScript code
  6. AI Agent: runs an AI agent, with model: Chat Model; 2 tools (RAG, Leads); memory: Chat Memory
  7. Scrape Maps (HTTP Request): calls an HTTP API (POST)
  8. Clean Data (Code): runs custom JavaScript code
  9. Get Data (Google Drive): download
  10. Check Existing Data (Code): runs custom JavaScript code

…plus 7 more steps. See the full node list below.

Services it uses

Google DriveSupabase Vector StoreEmbeddings OpenAIOpenAI Chat ModelPostgres Chat MemoryGoogle SheetsReranker CohereWaha (community)

Before you upgrade to n8n 3.0

We can't fully verify this one: it relies on 1 community package, and n8n 3.0 turns unverified community packages off by default (N8N_UNVERIFIED_PACKAGES_ENABLED=false).

  • Check that @devlikeapro/n8n-nodes-waha is verified or supports 3.0 (used in WAHA Trigger).

Nodes used (20)

From the author

This workflow contains community nodes that are only compatible with the self-hosted version of n8n. Cold Calling Automation - End-to-End Automated Cold Calling with Apify, RAG, and WhatsApp Cold calling without the grind. This workflow finds your prospects…

Excerpt from Khairul Muhtadin's description on n8n.io.

View the original on n8n.io → Check your own copy

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