Slack RAG Recommendations with Pinecone & GPT-4o

Triggers on Slack messages to extract Drive links, retrieve context from Pinecone and Sheets, and generate actionable sales recommendations using GPT-4o.

This advanced n8n workflow implements Retrieval-Augmented Generation (RAG) for real-time, contextual recommendations directly in Slack. It starts by monitoring Slack channels for mentions or messages, using GPT-4o to parse inputs for subjects, people, and Google Drive links. Files are automatically downloaded and extracted, while metadata is fetched from Google Sheets and semantically similar documents are retrieved from Pinecone with reranking for relevance. The core magic happens in the RAG s
Platform
n8n
Category
Sales
Price
$24.99
Creator
Jonas Lindberg

How to import this workflow into n8n

  1. 1Purchase or download the workflow to get the n8n workflow JSON file.
  2. 2In your n8n instance, open Workflows and choose "Import from File" (or paste the JSON with Ctrl+V on the canvas).
  3. 3Open each node marked with a credential warning and connect your own accounts and API keys.
  4. 4Run the workflow once manually to verify the data flow, then toggle it to Active.

Related Sales workflows

More from Jonas Lindberg

Need this deployed? We'll set it up for you.

Our automation experts deploy this workflow in your stack, connect your accounts, and verify it works — or build a custom solution from scratch.