Google Drive to Pinecone RAG Workflow
detail.loadingPreview
Indexes documents from Google Drive into Pinecone for Retrieval Augmented Generation (RAG).
🚀Ready to Deploy This Workflow?
About This Workflow
Overview
This workflow automates the process of ingesting documents from a specified Google Drive folder, processing them, generating embeddings, and storing them in a Pinecone vector store. It also includes a chat interface to query these documents, demonstrating a Retrieval Augmented Generation (RAG) setup.
Key Features
- Monitors a Google Drive folder for new files.
- Downloads and extracts content from PDF files.
- Cleans and normalizes extracted text.
- Splits document text into manageable chunks.
- Generates embeddings for document chunks using Google Gemini.
- Inserts document chunks and their embeddings into a Pinecone vector store.
- Supports a chat interface to query the vectorized documents.
- Retrieves relevant documents from Pinecone based on chat input.
- Generates embeddings for chat queries.
- Creates a context-aware prompt for AI model responses.
How To Use
- Prerequisites: Ensure you have Google Drive and Pinecone API keys.
- Configure Credentials: Set up the "Google Drive account" and "PineconeApi account" credentials in n8n.
- Set Google Drive Folder: In the "Monitor Google Drive for New Files" node, specify the
folderToWatchID. - Set Pinecone Index: In the "Insert Document into Pinecone Vector Store" and "Retrieve Relevant Documents from Pinecone" nodes, specify your Pinecone index name.
- Configure AI Models: Ensure "Google Gemini(PaLM) Api account" and "OpenRouter account" are configured for embedding and chat generation.
- Activate Workflow: Enable the workflow to start monitoring Google Drive and processing files.
- Chat Interface: Use the "Chat Message Trigger" endpoint (or simulate a chat input) to query the indexed documents.
Apps Used
Workflow JSON
{
"id": "b1816375-6e65-4d34-8bbf-2077b5046b76",
"name": "Google Drive to Pinecone RAG Workflow",
"nodes": 0,
"category": "Data Ingestion & AI",
"status": "active",
"version": "1.0.0"
}Note: This is a sample preview. The full workflow JSON contains node configurations, credentials placeholders, and execution logic.
Get This Workflow
ID: b1816375-6e65...
About the Author
Crypto_Watcher
Web3 Developer
Automated trading bots and blockchain monitoring workflows.
Statistics
Verification Info
Related Integrations
- Google Sheets + Schedule Trigger(394 workflows)
- Google Sheets + Split Out(277 workflows)
- Gmail + Schedule Trigger(270 workflows)
- Google Sheets + Slack(268 workflows)
- Gmail + Google Sheets(245 workflows)
- Google Drive + Google Sheets(203 workflows)
- Form Trigger + Google Sheets(163 workflows)
- Google Drive + Google Drive Trigger(135 workflows)
- Google Drive + Split Out(134 workflows)
- Gmail + Split Out(132 workflows)
Related Workflows
Discover more workflows you might like
Automate Instagram Reel Analysis with Gemini and Apify
Unlock deeper insights into your Instagram Reels by automating analysis. This workflow leverages Apify to fetch reel data and Gemini AI to dissect key elements like background, pose, text, and context, enabling better content replication.
Telegram Profanity & Toxicity Filter
This n8n workflow automatically monitors incoming Telegram messages for profanity and toxic language. It leverages Google's Perspective API to analyze message content, and if a message is deemed inappropriate, the workflow sends an automated warning response back to the sender.
Instant WooCommerce Order Notifications via Telegram
When a new order is placed on your WooCommerce store, instantly receive detailed notifications directly to your Telegram chat. Stay on top of your e-commerce operations with real-time alerts, including order specifics and a direct link to view the order.
AI-Powered Abandoned Cart Recovery & Nurturing
This n8n workflow intelligently identifies customers who've abandoned their shopping carts, leverages AI to craft personalized recovery emails, and automatically sends them. It then logs all activity to Google Sheets for seamless tracking and optimization of your sales recovery efforts.
AI-Powered Amazon Competitor Review Analysis
Automate competitor insights by scraping Amazon product reviews, storing them in Google Sheets, and leveraging AI for intelligent summarization. This workflow provides a seamless solution to stay ahead of the competition and inform your product strategy with real-time customer feedback.
Smart Expense Tracking with Telegram & AI
Automate your personal finance management by turning your Telegram chat into an intelligent expense tracker. Simply send a photo of a receipt or a text message, and this workflow uses AI to categorize your spending, extract crucial details, and provide instant summaries.