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
- RAG
- Pinecone
- Slack
- GPT-4o
- Google Drive
- Google Sheets
- AI Recommendations
- Sales Automation
- Pipeline Management
- Agentic AI
How to import this workflow into n8n
- 1Purchase or download the workflow to get the n8n workflow JSON file.
- 2In your n8n instance, open Workflows and choose "Import from File" (or paste the JSON with Ctrl+V on the canvas).
- 3Open each node marked with a credential warning and connect your own accounts and API keys.
- 4Run the workflow once manually to verify the data flow, then toggle it to Active.
Related Sales workflows
- Automate B2B Lead Generation from Company Websites Using Brightdata and OpenRouter AI$14.99
- Automate Cold Calling Pipeline with Apify, OpenAI, and WhatsApp$19.99
- Automate Lead Generation and Enrichment Using Google My Business and Supabase$13.57
- Automate Sales Outreach with OpenAI, Airtable & Google Sheets for Prospect Research$9.99
- AI-Powered Lead Research & Personalized Email Generation with Groq & Google Sheets$14.99
- Automate Spare Parts Quotation with Gmail, Google Sheets, and Gemini AI$14.99
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.